Import Libraries

In [6]:
import pandas as pd
import numpy as np
import requests
import matplotlib.pyplot as plt
%matplotlib inline
import tweepy
import json
import os
import time
import seaborn as sns

Data Wrangling

Gathering

Three sources of data will be used. An archived twitter csv file, an image prediction file, and the Twitter API

Archived Twitter file

In [7]:
# Reading the CSV file. It was uploaded to this projects workspace.
twitter_archive = pd.read_csv('twitter-archive-enhanced.csv')
In [8]:
twitter_archive.head()
Out[8]:
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo
0 892420643555336193 NaN NaN 2017-08-01 16:23:56 +0000 <a href="http://twitter.com/download/iphone" r... This is Phineas. He's a mystical boy. Only eve... NaN NaN NaN https://twitter.com/dog_rates/status/892420643... 13 10 Phineas None None None None
1 892177421306343426 NaN NaN 2017-08-01 00:17:27 +0000 <a href="http://twitter.com/download/iphone" r... This is Tilly. She's just checking pup on you.... NaN NaN NaN https://twitter.com/dog_rates/status/892177421... 13 10 Tilly None None None None
2 891815181378084864 NaN NaN 2017-07-31 00:18:03 +0000 <a href="http://twitter.com/download/iphone" r... This is Archie. He is a rare Norwegian Pouncin... NaN NaN NaN https://twitter.com/dog_rates/status/891815181... 12 10 Archie None None None None
3 891689557279858688 NaN NaN 2017-07-30 15:58:51 +0000 <a href="http://twitter.com/download/iphone" r... This is Darla. She commenced a snooze mid meal... NaN NaN NaN https://twitter.com/dog_rates/status/891689557... 13 10 Darla None None None None
4 891327558926688256 NaN NaN 2017-07-29 16:00:24 +0000 <a href="http://twitter.com/download/iphone" r... This is Franklin. He would like you to stop ca... NaN NaN NaN https://twitter.com/dog_rates/status/891327558... 12 10 Franklin None None None None

Image Prediction

In [9]:
# URL is in the Project Details within Concepts of this Udacity Project. We will be downloading this file programmatically
# Then using request libraries
url = 'https://d17h27t6h515a5.cloudfront.net/topher/2017/August/599fd2ad_image-predictions/image-predictions.tsv'
# Make a folder and name it using the url. Backwards slicing up to the slash
folder_name = url.split('/')[-1]
response = requests.get(url)

# If there is no folder, make one. If there is a folder, open it and write it.
if not os.path.exists(folder_name):
    with open(folder_name, mode='wb') as f:
        f.write(response.content)
In [10]:
# Reading the tsv file. Since this is a tsv, not a csv, we need to use the arguement sep.
image_prediction = pd.read_csv(folder_name, sep='\t', encoding='utf-8')
image_prediction
Out[10]:
tweet_id jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog
0 666020888022790149 https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg 1 Welsh_springer_spaniel 0.465074 True collie 0.156665 True Shetland_sheepdog 0.061428 True
1 666029285002620928 https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg 1 redbone 0.506826 True miniature_pinscher 0.074192 True Rhodesian_ridgeback 0.072010 True
2 666033412701032449 https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg 1 German_shepherd 0.596461 True malinois 0.138584 True bloodhound 0.116197 True
3 666044226329800704 https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg 1 Rhodesian_ridgeback 0.408143 True redbone 0.360687 True miniature_pinscher 0.222752 True
4 666049248165822465 https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg 1 miniature_pinscher 0.560311 True Rottweiler 0.243682 True Doberman 0.154629 True
5 666050758794694657 https://pbs.twimg.com/media/CT5Jof1WUAEuVxN.jpg 1 Bernese_mountain_dog 0.651137 True English_springer 0.263788 True Greater_Swiss_Mountain_dog 0.016199 True
6 666051853826850816 https://pbs.twimg.com/media/CT5KoJ1WoAAJash.jpg 1 box_turtle 0.933012 False mud_turtle 0.045885 False terrapin 0.017885 False
7 666055525042405380 https://pbs.twimg.com/media/CT5N9tpXIAAifs1.jpg 1 chow 0.692517 True Tibetan_mastiff 0.058279 True fur_coat 0.054449 False
8 666057090499244032 https://pbs.twimg.com/media/CT5PY90WoAAQGLo.jpg 1 shopping_cart 0.962465 False shopping_basket 0.014594 False golden_retriever 0.007959 True
9 666058600524156928 https://pbs.twimg.com/media/CT5Qw94XAAA_2dP.jpg 1 miniature_poodle 0.201493 True komondor 0.192305 True soft-coated_wheaten_terrier 0.082086 True
10 666063827256086533 https://pbs.twimg.com/media/CT5Vg_wXIAAXfnj.jpg 1 golden_retriever 0.775930 True Tibetan_mastiff 0.093718 True Labrador_retriever 0.072427 True
11 666071193221509120 https://pbs.twimg.com/media/CT5cN_3WEAAlOoZ.jpg 1 Gordon_setter 0.503672 True Yorkshire_terrier 0.174201 True Pekinese 0.109454 True
12 666073100786774016 https://pbs.twimg.com/media/CT5d9DZXAAALcwe.jpg 1 Walker_hound 0.260857 True English_foxhound 0.175382 True Ibizan_hound 0.097471 True
13 666082916733198337 https://pbs.twimg.com/media/CT5m4VGWEAAtKc8.jpg 1 pug 0.489814 True bull_mastiff 0.404722 True French_bulldog 0.048960 True
14 666094000022159362 https://pbs.twimg.com/media/CT5w9gUW4AAsBNN.jpg 1 bloodhound 0.195217 True German_shepherd 0.078260 True malinois 0.075628 True
15 666099513787052032 https://pbs.twimg.com/media/CT51-JJUEAA6hV8.jpg 1 Lhasa 0.582330 True Shih-Tzu 0.166192 True Dandie_Dinmont 0.089688 True
16 666102155909144576 https://pbs.twimg.com/media/CT54YGiWUAEZnoK.jpg 1 English_setter 0.298617 True Newfoundland 0.149842 True borzoi 0.133649 True
17 666104133288665088 https://pbs.twimg.com/media/CT56LSZWoAAlJj2.jpg 1 hen 0.965932 False cock 0.033919 False partridge 0.000052 False
18 666268910803644416 https://pbs.twimg.com/media/CT8QCd1WEAADXws.jpg 1 desktop_computer 0.086502 False desk 0.085547 False bookcase 0.079480 False
19 666273097616637952 https://pbs.twimg.com/media/CT8T1mtUwAA3aqm.jpg 1 Italian_greyhound 0.176053 True toy_terrier 0.111884 True basenji 0.111152 True
20 666287406224695296 https://pbs.twimg.com/media/CT8g3BpUEAAuFjg.jpg 1 Maltese_dog 0.857531 True toy_poodle 0.063064 True miniature_poodle 0.025581 True
21 666293911632134144 https://pbs.twimg.com/media/CT8mx7KW4AEQu8N.jpg 1 three-toed_sloth 0.914671 False otter 0.015250 False great_grey_owl 0.013207 False
22 666337882303524864 https://pbs.twimg.com/media/CT9OwFIWEAMuRje.jpg 1 ox 0.416669 False Newfoundland 0.278407 True groenendael 0.102643 True
23 666345417576210432 https://pbs.twimg.com/media/CT9Vn7PWoAA_ZCM.jpg 1 golden_retriever 0.858744 True Chesapeake_Bay_retriever 0.054787 True Labrador_retriever 0.014241 True
24 666353288456101888 https://pbs.twimg.com/media/CT9cx0tUEAAhNN_.jpg 1 malamute 0.336874 True Siberian_husky 0.147655 True Eskimo_dog 0.093412 True
25 666362758909284353 https://pbs.twimg.com/media/CT9lXGsUcAAyUFt.jpg 1 guinea_pig 0.996496 False skunk 0.002402 False hamster 0.000461 False
26 666373753744588802 https://pbs.twimg.com/media/CT9vZEYWUAAlZ05.jpg 1 soft-coated_wheaten_terrier 0.326467 True Afghan_hound 0.259551 True briard 0.206803 True
27 666396247373291520 https://pbs.twimg.com/media/CT-D2ZHWIAA3gK1.jpg 1 Chihuahua 0.978108 True toy_terrier 0.009397 True papillon 0.004577 True
28 666407126856765440 https://pbs.twimg.com/media/CT-NvwmW4AAugGZ.jpg 1 black-and-tan_coonhound 0.529139 True bloodhound 0.244220 True flat-coated_retriever 0.173810 True
29 666411507551481857 https://pbs.twimg.com/media/CT-RugiWIAELEaq.jpg 1 coho 0.404640 False barracouta 0.271485 False gar 0.189945 False
... ... ... ... ... ... ... ... ... ... ... ... ...
2045 886366144734445568 https://pbs.twimg.com/media/DE0BTnQUwAApKEH.jpg 1 French_bulldog 0.999201 True Chihuahua 0.000361 True Boston_bull 0.000076 True
2046 886680336477933568 https://pbs.twimg.com/media/DE4fEDzWAAAyHMM.jpg 1 convertible 0.738995 False sports_car 0.139952 False car_wheel 0.044173 False
2047 886736880519319552 https://pbs.twimg.com/media/DE5Se8FXcAAJFx4.jpg 1 kuvasz 0.309706 True Great_Pyrenees 0.186136 True Dandie_Dinmont 0.086346 True
2048 886983233522544640 https://pbs.twimg.com/media/DE8yicJW0AAAvBJ.jpg 2 Chihuahua 0.793469 True toy_terrier 0.143528 True can_opener 0.032253 False
2049 887101392804085760 https://pbs.twimg.com/media/DE-eAq6UwAA-jaE.jpg 1 Samoyed 0.733942 True Eskimo_dog 0.035029 True Staffordshire_bullterrier 0.029705 True
2050 887343217045368832 https://pbs.twimg.com/ext_tw_video_thumb/88734... 1 Mexican_hairless 0.330741 True sea_lion 0.275645 False Weimaraner 0.134203 True
2051 887473957103951883 https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg 2 Pembroke 0.809197 True Rhodesian_ridgeback 0.054950 True beagle 0.038915 True
2052 887517139158093824 https://pbs.twimg.com/ext_tw_video_thumb/88751... 1 limousine 0.130432 False tow_truck 0.029175 False shopping_cart 0.026321 False
2053 887705289381826560 https://pbs.twimg.com/media/DFHDQBbXgAEqY7t.jpg 1 basset 0.821664 True redbone 0.087582 True Weimaraner 0.026236 True
2054 888078434458587136 https://pbs.twimg.com/media/DFMWn56WsAAkA7B.jpg 1 French_bulldog 0.995026 True pug 0.000932 True bull_mastiff 0.000903 True
2055 888202515573088257 https://pbs.twimg.com/media/DFDw2tyUQAAAFke.jpg 2 Pembroke 0.809197 True Rhodesian_ridgeback 0.054950 True beagle 0.038915 True
2056 888554962724278272 https://pbs.twimg.com/media/DFTH_O-UQAACu20.jpg 3 Siberian_husky 0.700377 True Eskimo_dog 0.166511 True malamute 0.111411 True
2057 888804989199671297 https://pbs.twimg.com/media/DFWra-3VYAA2piG.jpg 1 golden_retriever 0.469760 True Labrador_retriever 0.184172 True English_setter 0.073482 True
2058 888917238123831296 https://pbs.twimg.com/media/DFYRgsOUQAARGhO.jpg 1 golden_retriever 0.714719 True Tibetan_mastiff 0.120184 True Labrador_retriever 0.105506 True
2059 889278841981685760 https://pbs.twimg.com/ext_tw_video_thumb/88927... 1 whippet 0.626152 True borzoi 0.194742 True Saluki 0.027351 True
2060 889531135344209921 https://pbs.twimg.com/media/DFg_2PVW0AEHN3p.jpg 1 golden_retriever 0.953442 True Labrador_retriever 0.013834 True redbone 0.007958 True
2061 889638837579907072 https://pbs.twimg.com/media/DFihzFfXsAYGDPR.jpg 1 French_bulldog 0.991650 True boxer 0.002129 True Staffordshire_bullterrier 0.001498 True
2062 889665388333682689 https://pbs.twimg.com/media/DFi579UWsAAatzw.jpg 1 Pembroke 0.966327 True Cardigan 0.027356 True basenji 0.004633 True
2063 889880896479866881 https://pbs.twimg.com/media/DFl99B1WsAITKsg.jpg 1 French_bulldog 0.377417 True Labrador_retriever 0.151317 True muzzle 0.082981 False
2064 890006608113172480 https://pbs.twimg.com/media/DFnwSY4WAAAMliS.jpg 1 Samoyed 0.957979 True Pomeranian 0.013884 True chow 0.008167 True
2065 890240255349198849 https://pbs.twimg.com/media/DFrEyVuW0AAO3t9.jpg 1 Pembroke 0.511319 True Cardigan 0.451038 True Chihuahua 0.029248 True
2066 890609185150312448 https://pbs.twimg.com/media/DFwUU__XcAEpyXI.jpg 1 Irish_terrier 0.487574 True Irish_setter 0.193054 True Chesapeake_Bay_retriever 0.118184 True
2067 890729181411237888 https://pbs.twimg.com/media/DFyBahAVwAAhUTd.jpg 2 Pomeranian 0.566142 True Eskimo_dog 0.178406 True Pembroke 0.076507 True
2068 890971913173991426 https://pbs.twimg.com/media/DF1eOmZXUAALUcq.jpg 1 Appenzeller 0.341703 True Border_collie 0.199287 True ice_lolly 0.193548 False
2069 891087950875897856 https://pbs.twimg.com/media/DF3HwyEWsAABqE6.jpg 1 Chesapeake_Bay_retriever 0.425595 True Irish_terrier 0.116317 True Indian_elephant 0.076902 False
2070 891327558926688256 https://pbs.twimg.com/media/DF6hr6BUMAAzZgT.jpg 2 basset 0.555712 True English_springer 0.225770 True German_short-haired_pointer 0.175219 True
2071 891689557279858688 https://pbs.twimg.com/media/DF_q7IAWsAEuuN8.jpg 1 paper_towel 0.170278 False Labrador_retriever 0.168086 True spatula 0.040836 False
2072 891815181378084864 https://pbs.twimg.com/media/DGBdLU1WsAANxJ9.jpg 1 Chihuahua 0.716012 True malamute 0.078253 True kelpie 0.031379 True
2073 892177421306343426 https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg 1 Chihuahua 0.323581 True Pekinese 0.090647 True papillon 0.068957 True
2074 892420643555336193 https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg 1 orange 0.097049 False bagel 0.085851 False banana 0.076110 False

2075 rows × 12 columns

Twitter API

https://stackoverflow.com/questions/28384588/twitter-api-get-tweets-with-specific-id

In [11]:
# Create an API object
# These should not be included in submission. Change to '' before submitting project.
consumer_key = ''
consumer_secret = ''
access_token = ''
access_secret = ''

auth = tweepy.OAuthHandler(consumer_key, consumer_secret)
auth.set_access_token(access_token, access_secret)

api = tweepy.API(auth, wait_on_rate_limit=True, wait_on_rate_limit_notify=True)
# api.get_status can be used to return a tweet using its id

https://wiki.python.org/moin/HandlingExceptions

https://stackoverflow.com/questions/7370801/how-to-measure-elapsed-time-in-python

https://knowledge.udacity.com/questions/521482

In [12]:
# # Create the JSON file. Store on tweet_json.txt
# # Use try-except block to handle the errors due to deleted tweets
# # This loop could take 20-30 minutes. Twitter rate limits are divided into 15 minute intervals.
# count = 0
# fails_dict = {}
# start = time.time()
# with open('tweet_json.txt', 'w') as f:
#     for tweet_id in twitter_archive['tweet_id']:
#         count += 1
# #         if count == 5: # Break to make sure the code is working. 
# #             break
#         print(str(count) + ': ' + str(tweet_id))
#         try:
#             tweet = api.get_status(tweet_id, tweet_mode='extended')
#             print('Success')
#             json.dump(tweet._json, f)
#             f.write('\n')
#         except tweepy.TweepError as e:
#             print('Fail')
#             fails_dict[tweet_id] = e
#             pass
# end = time.time()
# print(end - start)
# print(fails_dict)
In [13]:
# Conmvert the txt file into a data list.
tweet_list = []
with open('tweet_json.txt') as file:
        for line in file:
            tweet_list.append(json.loads(line))
In [14]:
tweet_list # id, retweet_count and favorite_count are the columns to be used in this analysis
Out[14]:
[{'created_at': 'Tue Aug 01 16:23:56 +0000 2017',
  'id': 892420643555336193,
  'id_str': '892420643555336193',
  'full_text': "This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU",
  'truncated': False,
  'display_text_range': [0, 85],
  'entities': {'hashtags': [],
   'symbols': [],
   'user_mentions': [],
   'urls': [],
   'media': [{'id': 892420639486877696,
     'id_str': '892420639486877696',
     'indices': [86, 109],
     'media_url': 'http://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg',
     'media_url_https': 'https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg',
     'url': 'https://t.co/MgUWQ76dJU',
     'display_url': 'pic.twitter.com/MgUWQ76dJU',
     'expanded_url': 'https://twitter.com/dog_rates/status/892420643555336193/photo/1',
     'type': 'photo',
     'sizes': {'thumb': {'w': 150, 'h': 150, 'resize': 'crop'},
      'medium': {'w': 540, 'h': 528, 'resize': 'fit'},
      'small': {'w': 540, 'h': 528, 'resize': 'fit'},
      'large': {'w': 540, 'h': 528, 'resize': 'fit'}}}]},
  'extended_entities': {'media': [{'id': 892420639486877696,
     'id_str': '892420639486877696',
     'indices': [86, 109],
     'media_url': 'http://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg',
     'media_url_https': 'https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg',
     'url': 'https://t.co/MgUWQ76dJU',
     'display_url': 'pic.twitter.com/MgUWQ76dJU',
     'expanded_url': 'https://twitter.com/dog_rates/status/892420643555336193/photo/1',
     'type': 'photo',
     'sizes': {'thumb': {'w': 150, 'h': 150, 'resize': 'crop'},
      'medium': {'w': 540, 'h': 528, 'resize': 'fit'},
      'small': {'w': 540, 'h': 528, 'resize': 'fit'},
      'large': {'w': 540, 'h': 528, 'resize': 'fit'}}}]},
  'source': '<a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>',
  'in_reply_to_status_id': None,
  'in_reply_to_status_id_str': None,
  'in_reply_to_user_id': None,
  'in_reply_to_user_id_str': None,
  'in_reply_to_screen_name': None,
  'user': {'id': 4196983835,
   'id_str': '4196983835',
   'name': 'WeRateDogs®',
   'screen_name': 'dog_rates',
   'location': 'links and things ➜',
   'description': 'Your Only Source For Professional Dog Ratings Instagram and Facebook ➜ WeRateDogs partnerships@weratedogs.com ⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀',
   'url': 'https://t.co/6ytGi24QCk',
   'entities': {'url': {'urls': [{'url': 'https://t.co/6ytGi24QCk',
       'expanded_url': 'http://campsite.bio/weratedogs',
       'display_url': 'campsite.bio/weratedogs',
       'indices': [0, 23]}]},
    'description': {'urls': []}},
   'protected': False,
   'followers_count': 8992077,
   'friends_count': 16,
   'listed_count': 6492,
   'created_at': 'Sun Nov 15 21:41:29 +0000 2015',
   'favourites_count': 145877,
   'utc_offset': None,
   'time_zone': None,
   'geo_enabled': True,
   'verified': True,
   'statuses_count': 13613,
   'lang': None,
   'contributors_enabled': False,
   'is_translator': False,
   'is_translation_enabled': False,
   'profile_background_color': '000000',
   'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',
   'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',
   'profile_background_tile': False,
   'profile_image_url': 'http://pbs.twimg.com/profile_images/1351720980972933122/I3MnYUdm_normal.jpg',
   'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1351720980972933122/I3MnYUdm_normal.jpg',
   'profile_banner_url': 'https://pbs.twimg.com/profile_banners/4196983835/1611883974',
   'profile_link_color': 'F5ABB5',
   'profile_sidebar_border_color': '000000',
   'profile_sidebar_fill_color': '000000',
   'profile_text_color': '000000',
   'profile_use_background_image': False,
   'has_extended_profile': False,
   'default_profile': False,
   'default_profile_image': False,
   'following': False,
   'follow_request_sent': False,
   'notifications': False,
   'translator_type': 'none'},
  'geo': None,
  'coordinates': None,
  'place': None,
  'contributors': None,
  'is_quote_status': False,
  'retweet_count': 7334,
  'favorite_count': 34952,
  'favorited': False,
  'retweeted': False,
  'possibly_sensitive': False,
  'possibly_sensitive_appealable': False,
  'lang': 'en'},
 {'created_at': 'Tue Aug 01 00:17:27 +0000 2017',
  'id': 892177421306343426,
  'id_str': '892177421306343426',
  'full_text': "This is Tilly. She's just checking pup on you. Hopes you're doing ok. If not, she's available for pats, snugs, boops, the whole bit. 13/10 https://t.co/0Xxu71qeIV",
  'truncated': False,
  'display_text_range': [0, 138],
  'entities': {'hashtags': [],
   'symbols': [],
   'user_mentions': [],
   'urls': [],
   'media': [{'id': 892177413194625024,
     'id_str': '892177413194625024',
     'indices': [139, 162],
     'media_url': 'http://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg',
     'media_url_https': 'https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg',
     'url': 'https://t.co/0Xxu71qeIV',
     'display_url': 'pic.twitter.com/0Xxu71qeIV',
     'expanded_url': 'https://twitter.com/dog_rates/status/892177421306343426/photo/1',
     'type': 'photo',
     'sizes': {'thumb': {'w': 150, 'h': 150, 'resize': 'crop'},
      'medium': {'w': 1055, 'h': 1200, 'resize': 'fit'},
      'small': {'w': 598, 'h': 680, 'resize': 'fit'},
      'large': {'w': 1407, 'h': 1600, 'resize': 'fit'}}}]},
  'extended_entities': {'media': [{'id': 892177413194625024,
     'id_str': '892177413194625024',
     'indices': [139, 162],
     'media_url': 'http://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg',
     'media_url_https': 'https://pbs.twimg.com/media/DGGmoV4XsAAUL6n.jpg',
     'url': 'https://t.co/0Xxu71qeIV',
     'display_url': 'pic.twitter.com/0Xxu71qeIV',
     'expanded_url': 'https://twitter.com/dog_rates/status/892177421306343426/photo/1',
     'type': 'photo',
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  'favorite_count': 4861,
  'favorited': False,
  'retweeted': False,
  'possibly_sensitive': False,
  'possibly_sensitive_appealable': False,
  'lang': 'en'},
 {'created_at': 'Sat Jun 25 01:52:36 +0000 2016',
  'id': 746521445350707200,
  'id_str': '746521445350707200',
  'full_text': "RT @dog_rates: This is Shaggy. He knows exactly how to solve the puzzle but can't talk. All he wants to do is help. 10/10 great guy https:/…",
  'truncated': False,
  'display_text_range': [0, 140],
  'entities': {'hashtags': [],
   'symbols': [],
   'user_mentions': [{'screen_name': 'dog_rates',
     'name': 'WeRateDogs®',
     'id': 4196983835,
     'id_str': '4196983835',
     'indices': [3, 13]}],
   'urls': []},
  'source': '<a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>',
  'in_reply_to_status_id': None,
  'in_reply_to_status_id_str': None,
  'in_reply_to_user_id': None,
  'in_reply_to_user_id_str': None,
  'in_reply_to_screen_name': None,
  'user': {'id': 4196983835,
   'id_str': '4196983835',
   'name': 'WeRateDogs®',
   'screen_name': 'dog_rates',
   'location': 'links and things ➜',
   'description': 'Your Only Source For Professional Dog Ratings Instagram and Facebook ➜ WeRateDogs partnerships@weratedogs.com ⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀',
   'url': 'https://t.co/6ytGi24QCk',
   'entities': {'url': {'urls': [{'url': 'https://t.co/6ytGi24QCk',
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       'display_url': 'campsite.bio/weratedogs',
       'indices': [0, 23]}]},
    'description': {'urls': []}},
   'protected': False,
   'followers_count': 8992109,
   'friends_count': 16,
   'listed_count': 6492,
   'created_at': 'Sun Nov 15 21:41:29 +0000 2015',
   'favourites_count': 145876,
   'utc_offset': None,
   'time_zone': None,
   'geo_enabled': True,
   'verified': True,
   'statuses_count': 13612,
   'lang': None,
   'contributors_enabled': False,
   'is_translator': False,
   'is_translation_enabled': False,
   'profile_background_color': '000000',
   'profile_background_image_url': 'http://abs.twimg.com/images/themes/theme1/bg.png',
   'profile_background_image_url_https': 'https://abs.twimg.com/images/themes/theme1/bg.png',
   'profile_background_tile': False,
   'profile_image_url': 'http://pbs.twimg.com/profile_images/1351720980972933122/I3MnYUdm_normal.jpg',
   'profile_image_url_https': 'https://pbs.twimg.com/profile_images/1351720980972933122/I3MnYUdm_normal.jpg',
   'profile_banner_url': 'https://pbs.twimg.com/profile_banners/4196983835/1611883974',
   'profile_link_color': 'F5ABB5',
   'profile_sidebar_border_color': '000000',
   'profile_sidebar_fill_color': '000000',
   'profile_text_color': '000000',
   'profile_use_background_image': False,
   'has_extended_profile': False,
   'default_profile': False,
   'default_profile_image': False,
   'following': False,
   'follow_request_sent': False,
   'notifications': False,
   'translator_type': 'none'},
  'geo': None,
  'coordinates': None,
  'place': None,
  'contributors': None,
  'retweeted_status': {'created_at': 'Sat Nov 21 00:46:50 +0000 2015',
   'id': 667866724293877760,
   'id_str': '667866724293877760',
   'full_text': "This is Shaggy. He knows exactly how to solve the puzzle but can't talk. All he wants to do is help. 10/10 great guy https://t.co/SBmWbfAg6X",
   'truncated': False,
   'display_text_range': [0, 140],
   'entities': {'hashtags': [],
    'symbols': [],
    'user_mentions': [],
    'urls': [],
    'media': [{'id': 667866720170852352,
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      'indices': [117, 140],
      'media_url': 'http://pbs.twimg.com/media/CUS9PlUWwAANeAD.jpg',
      'media_url_https': 'https://pbs.twimg.com/media/CUS9PlUWwAANeAD.jpg',
      'url': 'https://t.co/SBmWbfAg6X',
      'display_url': 'pic.twitter.com/SBmWbfAg6X',
      'expanded_url': 'https://twitter.com/dog_rates/status/667866724293877760/photo/1',
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      'sizes': {'thumb': {'w': 150, 'h': 150, 'resize': 'crop'},
       'large': {'w': 575, 'h': 751, 'resize': 'fit'},
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      'media_url_https': 'https://pbs.twimg.com/media/CUS9PlUWwAANeAD.jpg',
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      'display_url': 'pic.twitter.com/SBmWbfAg6X',
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      'sizes': {'thumb': {'w': 150, 'h': 150, 'resize': 'crop'},
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       'small': {'w': 521, 'h': 680, 'resize': 'fit'},
       'medium': {'w': 575, 'h': 751, 'resize': 'fit'}}}]},
   'source': '<a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>',
   'in_reply_to_status_id': None,
   'in_reply_to_status_id_str': None,
   'in_reply_to_user_id': None,
   'in_reply_to_user_id_str': None,
   'in_reply_to_screen_name': None,
   'user': {'id': 4196983835,
    'id_str': '4196983835',
    'name': 'WeRateDogs®',
    'screen_name': 'dog_rates',
    'location': 'links and things ➜',
    'description': 'Your Only Source For Professional Dog Ratings Instagram and Facebook ➜ WeRateDogs partnerships@weratedogs.com ⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀⠀',
    'url': 'https://t.co/6ytGi24QCk',
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        'expanded_url': 'http://campsite.bio/weratedogs',
        'display_url': 'campsite.bio/weratedogs',
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     'description': {'urls': []}},
    'protected': False,
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    'friends_count': 16,
    'listed_count': 6492,
    'created_at': 'Sun Nov 15 21:41:29 +0000 2015',
    'favourites_count': 145876,
    'utc_offset': None,
    'time_zone': None,
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    'verified': True,
    'statuses_count': 13612,
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    'contributors_enabled': False,
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    'default_profile': False,
    'default_profile_image': False,
    'following': False,
    'follow_request_sent': False,
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    'translator_type': 'none'},
   'geo': None,
   'coordinates': None,
   'place': None,
   'contributors': None,
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   'retweet_count': 938,
   'favorite_count': 2807,
   'favorited': False,
   'retweeted': False,
   'possibly_sensitive': False,
   'possibly_sensitive_appealable': False,
   'lang': 'en'},
  'is_quote_status': False,
  'retweet_count': 938,
  'favorite_count': 0,
  'favorited': False,
  'retweeted': False,
  'lang': 'en'},
 ...]
In [15]:
# Make the dataframe and name the columns
tweet_data = pd.DataFrame(tweet_list, columns = ['id',
                                                'retweet_count',
                                                'favorite_count'])
In [16]:
tweet_data.head()
Out[16]:
id retweet_count favorite_count
0 892420643555336193 7334 34952
1 892177421306343426 5473 30262
2 891815181378084864 3620 22777
3 891689557279858688 7522 38226
4 891327558926688256 8095 36491

Assessing

In [17]:
twitter_archive.head()
Out[17]:
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo
0 892420643555336193 NaN NaN 2017-08-01 16:23:56 +0000 <a href="http://twitter.com/download/iphone" r... This is Phineas. He's a mystical boy. Only eve... NaN NaN NaN https://twitter.com/dog_rates/status/892420643... 13 10 Phineas None None None None
1 892177421306343426 NaN NaN 2017-08-01 00:17:27 +0000 <a href="http://twitter.com/download/iphone" r... This is Tilly. She's just checking pup on you.... NaN NaN NaN https://twitter.com/dog_rates/status/892177421... 13 10 Tilly None None None None
2 891815181378084864 NaN NaN 2017-07-31 00:18:03 +0000 <a href="http://twitter.com/download/iphone" r... This is Archie. He is a rare Norwegian Pouncin... NaN NaN NaN https://twitter.com/dog_rates/status/891815181... 12 10 Archie None None None None
3 891689557279858688 NaN NaN 2017-07-30 15:58:51 +0000 <a href="http://twitter.com/download/iphone" r... This is Darla. She commenced a snooze mid meal... NaN NaN NaN https://twitter.com/dog_rates/status/891689557... 13 10 Darla None None None None
4 891327558926688256 NaN NaN 2017-07-29 16:00:24 +0000 <a href="http://twitter.com/download/iphone" r... This is Franklin. He would like you to stop ca... NaN NaN NaN https://twitter.com/dog_rates/status/891327558... 12 10 Franklin None None None None

twitter_archive columns

  • tweet_id: Unique identifier for each tweet
  • in_reply_to_status_id: If it is a tweet reply. Contains the unique id of the original tweet id.
  • in_reply_to_user_id: If it is a tweet reply. Contains the unique id of the original author
  • timestamp The time the tweet was created
  • source: HTML string source of the tweet. ie. How it was posted. Web Browser, Android, iPhone.
  • text: Text of the tweet
  • retweeted_status_id: If it is a retweet. Contains a unique id if the original tweet id
  • retweeted_status_user_id: If it is a retweet. Contains a unique id of the original author
  • retweeted_status_timestamp: The time of a rewtweet
  • expanded_urls: Tweet URL
  • rating_numerator: numerator rating of the dog in the tweet.
  • rating_denominator: denominator rating of the dog in the tweet.
  • name: Name of the dog
  • floofer: One of the four dog categories
  • floofer: One of the four dog categories
  • pupper: One of the four dog categories
  • puppo: One of the four dog categories
In [18]:
twitter_archive.info()
# timestamps not timestamps
# status id reply and retweets are floats but should be objects
# dogs categories can be put into one column

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2356 entries, 0 to 2355
Data columns (total 17 columns):
tweet_id                      2356 non-null int64
in_reply_to_status_id         78 non-null float64
in_reply_to_user_id           78 non-null float64
timestamp                     2356 non-null object
source                        2356 non-null object
text                          2356 non-null object
retweeted_status_id           181 non-null float64
retweeted_status_user_id      181 non-null float64
retweeted_status_timestamp    181 non-null object
expanded_urls                 2297 non-null object
rating_numerator              2356 non-null int64
rating_denominator            2356 non-null int64
name                          2356 non-null object
doggo                         2356 non-null object
floofer                       2356 non-null object
pupper                        2356 non-null object
puppo                         2356 non-null object
dtypes: float64(4), int64(3), object(10)
memory usage: 313.0+ KB
In [19]:
# 2297 expanded_urls. Missing urls = deleted tweet?
twitter_archive[twitter_archive['expanded_urls'].isnull()]
Out[19]:
tweet_id in_reply_to_status_id in_reply_to_user_id timestamp source text retweeted_status_id retweeted_status_user_id retweeted_status_timestamp expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo
30 886267009285017600 8.862664e+17 2.281182e+09 2017-07-15 16:51:35 +0000 <a href="http://twitter.com/download/iphone" r... @NonWhiteHat @MayhewMayhem omg hello tanner yo... NaN NaN NaN NaN 12 10 None None None None None
55 881633300179243008 8.816070e+17 4.738443e+07 2017-07-02 21:58:53 +0000 <a href="http://twitter.com/download/iphone" r... @roushfenway These are good dogs but 17/10 is ... NaN NaN NaN NaN 17 10 None None None None None
64 879674319642796034 8.795538e+17 3.105441e+09 2017-06-27 12:14:36 +0000 <a href="http://twitter.com/download/iphone" r... @RealKentMurphy 14/10 confirmed NaN NaN NaN NaN 14 10 None None None None None
113 870726314365509632 8.707262e+17 1.648776e+07 2017-06-02 19:38:25 +0000 <a href="http://twitter.com/download/iphone" r... @ComplicitOwl @ShopWeRateDogs &gt;10/10 is res... NaN NaN NaN NaN 10 10 None None None None None
148 863427515083354112 8.634256e+17 7.759620e+07 2017-05-13 16:15:35 +0000 <a href="http://twitter.com/download/iphone" r... @Jack_Septic_Eye I'd need a few more pics to p... NaN NaN NaN NaN 12 10 None None None None None
179 857214891891077121 8.571567e+17 1.806710e+08 2017-04-26 12:48:51 +0000 <a href="http://twitter.com/download/iphone" r... @Marc_IRL pixelated af 12/10 NaN NaN NaN NaN 12 10 None None None None None
185 856330835276025856 NaN NaN 2017-04-24 02:15:55 +0000 <a href="http://twitter.com/download/iphone" r... RT @Jenna_Marbles: @dog_rates Thanks for ratin... 8.563302e+17 66699013.0 2017-04-24 02:13:14 +0000 NaN 14 10 None None None None None
186 856288084350160898 8.562860e+17 2.792810e+08 2017-04-23 23:26:03 +0000 <a href="http://twitter.com/download/iphone" r... @xianmcguire @Jenna_Marbles Kardashians wouldn... NaN NaN NaN NaN 14 10 None None None None None
188 855862651834028034 8.558616e+17 1.943518e+08 2017-04-22 19:15:32 +0000 <a href="http://twitter.com/download/iphone" r... @dhmontgomery We also gave snoop dogg a 420/10... NaN NaN NaN NaN 420 10 None None None None None
189 855860136149123072 8.558585e+17 1.361572e+07 2017-04-22 19:05:32 +0000 <a href="http://twitter.com/download/iphone" r... @s8n You tried very hard to portray this good ... NaN NaN NaN NaN 666 10 None None None None None
218 850333567704068097 8.503288e+17 2.195506e+07 2017-04-07 13:04:55 +0000 <a href="http://twitter.com/download/iphone" r... @markhoppus MARK THAT DOG HAS SEEN AND EXPERIE... NaN NaN NaN NaN 13 10 None None None None None
228 848213670039564288 8.482121e+17 4.196984e+09 2017-04-01 16:41:12 +0000 <a href="http://twitter.com/download/iphone" r... Jerry just apuppologized to me. He said there ... NaN NaN NaN NaN 11 10 None None None None None
234 847617282490613760 8.476062e+17 4.196984e+09 2017-03-31 01:11:22 +0000 <a href="http://twitter.com/download/iphone" r... .@breaannanicolee PUPDATE: Cannon has a heart ... NaN NaN NaN NaN 13 10 None None None None None
274 840698636975636481 8.406983e+17 8.405479e+17 2017-03-11 22:59:09 +0000 <a href="http://twitter.com/download/iphone" r... @0_kelvin_0 &gt;10/10 is reserved for puppos s... NaN NaN NaN NaN 10 10 None None None None None
290 838150277551247360 8.381455e+17 2.195506e+07 2017-03-04 22:12:52 +0000 <a href="http://twitter.com/download/iphone" r... @markhoppus 182/10 NaN NaN NaN NaN 182 10 None None None None None
291 838085839343206401 8.380855e+17 2.894131e+09 2017-03-04 17:56:49 +0000 <a href="http://twitter.com/download/iphone" r... @bragg6of8 @Andy_Pace_ we are still looking fo... NaN NaN NaN NaN 15 10 None None None None None
313 835246439529840640 8.352460e+17 2.625958e+07 2017-02-24 21:54:03 +0000 <a href="http://twitter.com/download/iphone" r... @jonnysun @Lin_Manuel ok jomny I know you're e... NaN NaN NaN NaN 960 0 None None None None None
342 832088576586297345 8.320875e+17 3.058208e+07 2017-02-16 04:45:50 +0000 <a href="http://twitter.com/download/iphone" r... @docmisterio account started on 11/15/15 NaN NaN NaN NaN 11 15 None None None None None
346 831926988323639298 8.319030e+17 2.068372e+07 2017-02-15 18:03:45 +0000 <a href="http://twitter.com/download/iphone" r... @UNC can confirm 12/10 NaN NaN NaN NaN 12 10 None None None None None
375 828361771580813312 NaN NaN 2017-02-05 21:56:51 +0000 <a href="http://twitter.com" rel="nofollow">Tw... Beebop and Doobert should start a band 12/10 w... NaN NaN NaN NaN 12 10 None None None None None
387 826598799820865537 8.265984e+17 4.196984e+09 2017-02-01 01:11:25 +0000 <a href="http://twitter.com/download/iphone" r... I was going to do 007/10, but the joke wasn't ... NaN NaN NaN NaN 7 10 None None None None None
409 823333489516937216 8.233264e+17 1.582854e+09 2017-01-23 00:56:15 +0000 <a href="http://twitter.com/download/iphone" r... @HistoryInPics 13/10 NaN NaN NaN NaN 13 10 None None None None None
427 821153421864615936 8.211526e+17 1.132119e+08 2017-01-17 00:33:26 +0000 <a href="http://twitter.com/download/iphone" r... @imgur for a polar bear tho I'd say 13/10 is a... NaN NaN NaN NaN 13 10 None None None None None
498 813130366689148928 8.131273e+17 4.196984e+09 2016-12-25 21:12:41 +0000 <a href="http://twitter.com/download/iphone" r... I've been informed by multiple sources that th... NaN NaN NaN NaN 12 10 None None None None None
513 811647686436880384 8.116272e+17 4.196984e+09 2016-12-21 19:01:02 +0000 <a href="http://twitter.com/download/iphone" r... PUPDATE: I've been informed that Augie was act... NaN NaN NaN NaN 11 10 None None None None None
570 801854953262350336 8.018543e+17 1.185634e+07 2016-11-24 18:28:13 +0000 <a href="http://twitter.com/download/iphone" r... .@NBCSports OMG THE TINY HAT I'M GOING TO HAVE... NaN NaN NaN NaN 11 10 None None None None None
576 800859414831898624 8.008580e+17 2.918590e+08 2016-11-22 00:32:18 +0000 <a href="http://twitter.com/download/iphone" r... @SkyWilliams doggo simply protecting you from ... NaN NaN NaN NaN 11 10 None doggo None None None
611 797165961484890113 7.971238e+17 2.916630e+07 2016-11-11 19:55:50 +0000 <a href="http://twitter.com/download/iphone" r... @JODYHiGHROLLER it may be an 11/10 but what do... NaN NaN NaN NaN 11 10 None None None None None
701 786051337297522688 7.727430e+17 7.305050e+17 2016-10-12 03:50:17 +0000 <a href="http://twitter.com/download/iphone" r... 13/10 for breakdancing puppo @shibbnbot NaN NaN NaN NaN 13 10 None None None None puppo
707 785515384317313025 NaN NaN 2016-10-10 16:20:36 +0000 <a href="http://twitter.com/download/iphone" r... Today, 10/10, should be National Dog Rates Day NaN NaN NaN NaN 10 10 None None None None None
843 766714921925144576 7.667118e+17 4.196984e+09 2016-08-19 19:14:16 +0000 <a href="http://twitter.com/download/iphone" r... His name is Charley and he already has a new s... NaN NaN NaN NaN 13 10 None None None None None
857 763956972077010945 7.638652e+17 1.584641e+07 2016-08-12 04:35:10 +0000 <a href="http://twitter.com/download/iphone" r... @TheEllenShow I'm not sure if you know this bu... NaN NaN NaN NaN 12 10 None doggo None None None
967 750381685133418496 7.501805e+17 4.717297e+09 2016-07-05 17:31:49 +0000 <a href="http://twitter.com/download/iphone" r... 13/10 such a good doggo\n@spaghemily NaN NaN NaN NaN 13 10 None doggo None None None
1005 747651430853525504 7.476487e+17 4.196984e+09 2016-06-28 04:42:46 +0000 <a href="http://twitter.com/download/iphone" r... Other pupper asked not to have his identity sh... NaN NaN NaN NaN 12 10 None None None pupper None
1080 738891149612572673 7.384119e+17 3.589728e+08 2016-06-04 00:32:32 +0000 <a href="http://twitter.com/download/iphone" r... @mount_alex3 13/10 NaN NaN NaN NaN 13 10 None None None None None
1295 707983188426153984 7.079801e+17 2.319108e+09 2016-03-10 17:35:20 +0000 <a href="http://twitter.com/download/iphone" r... @serial @MrRoles OH MY GOD I listened to all o... NaN NaN NaN NaN 12 10 None None None None None
1345 704491224099647488 7.044857e+17 2.878549e+07 2016-03-01 02:19:31 +0000 <a href="http://twitter.com/download/iphone" r... 13/10 hero af\n@ABC NaN NaN NaN NaN 13 10 None None None None None
1445 696518437233913856 NaN NaN 2016-02-08 02:18:30 +0000 <a href="http://twitter.com/download/iphone" r... Oh my god 10/10 for every little hot dog pupper NaN NaN NaN NaN 10 10 None None None pupper None
1446 696490539101908992 6.964887e+17 4.196984e+09 2016-02-08 00:27:39 +0000 <a href="http://twitter.com/download/iphone" r... After reading the comments I may have overesti... NaN NaN NaN NaN 1 10 None None None None None
1474 693644216740769793 6.936422e+17 4.196984e+09 2016-01-31 03:57:23 +0000 <a href="http://twitter.com/download/iphone" r... BREAKING PUPDATE: I've just been notified that... NaN NaN NaN NaN 10 10 None None None None None
1479 693582294167244802 6.935722e+17 1.198989e+09 2016-01-30 23:51:19 +0000 <a href="http://twitter.com/download/iphone" r... Personally I'd give him an 11/10. Not sure why... NaN NaN NaN NaN 11 10 None None None None None
1497 692423280028966913 6.924173e+17 4.196984e+09 2016-01-27 19:05:49 +0000 <a href="http://twitter.com/download/iphone" r... PUPDATE: just noticed this dog has some extra ... NaN NaN NaN NaN 9 10 None None None None None
1523 690607260360429569 6.903413e+17 4.670367e+08 2016-01-22 18:49:36 +0000 <a href="http://twitter.com/download/iphone" r... 12/10 @LightningHoltt NaN NaN NaN NaN 12 10 None None None None None
1598 686035780142297088 6.860340e+17 4.196984e+09 2016-01-10 04:04:10 +0000 <a href="http://twitter.com/download/iphone" r... Yes I do realize a rating of 4/20 would've bee... NaN NaN NaN NaN 4 20 None None None None None
1605 685681090388975616 6.855479e+17 4.196984e+09 2016-01-09 04:34:45 +0000 <a href="http://twitter.com/download/iphone" r... Jack deserves another round of applause. If yo... NaN NaN NaN NaN 14 10 None None None None None
1618 684969860808454144 6.849598e+17 4.196984e+09 2016-01-07 05:28:35 +0000 <a href="http://twitter.com/download/iphone" r... For those who claim this is a goat, u are wron... NaN NaN NaN NaN 5 10 None None None None None
1663 682808988178739200 6.827884e+17 4.196984e+09 2016-01-01 06:22:03 +0000 <a href="http://twitter.com/download/iphone" r... I'm aware that I could've said 20/16, but here... NaN NaN NaN NaN 20 16 None None None None None
1689 681340665377193984 6.813394e+17 4.196984e+09 2015-12-28 05:07:27 +0000 <a href="http://twitter.com/download/iphone" r... I've been told there's a slight possibility he... NaN NaN NaN NaN 5 10 None None None None None
1774 678023323247357953 6.780211e+17 4.196984e+09 2015-12-19 01:25:31 +0000 <a href="http://twitter.com/download/iphone" r... After getting lost in Reese's eyes for several... NaN NaN NaN NaN 13 10 None None None None None
1819 676590572941893632 6.765883e+17 4.196984e+09 2015-12-15 02:32:17 +0000 <a href="http://twitter.com/download/iphone" r... After some outrage from the crowd. Bubbles is ... NaN NaN NaN NaN 7 10 None None None None None
1844 675849018447167488 6.758457e+17 4.196984e+09 2015-12-13 01:25:37 +0000 <a href="http://twitter.com/download/iphone" r... This dog is being demoted to a 9/10 for not we... NaN NaN NaN NaN 9 10 None None None None None
1895 674742531037511680 6.747400e+17 4.196984e+09 2015-12-10 00:08:50 +0000 <a href="http://twitter.com/download/iphone" r... Some clarification is required. The dog is sin... NaN NaN NaN NaN 11 10 None None None None None
1905 674606911342424069 6.744689e+17 4.196984e+09 2015-12-09 15:09:55 +0000 <a href="http://twitter.com/download/iphone" r... The 13/10 also takes into account this impecca... NaN NaN NaN NaN 13 10 None None None None None
1914 674330906434379776 6.658147e+17 1.637468e+07 2015-12-08 20:53:11 +0000 <a href="http://twitter.com/download/iphone" r... 13/10\n@ABC7 NaN NaN NaN NaN 13 10 None None None None None
1940 673716320723169284 6.737159e+17 4.196984e+09 2015-12-07 04:11:02 +0000 <a href="http://twitter.com/download/iphone" r... The millennials have spoken and we've decided ... NaN NaN NaN NaN 1 10 None None None None None
2038 671550332464455680 6.715449e+17 4.196984e+09 2015-12-01 04:44:10 +0000 <a href="http://twitter.com/download/iphone" r... After 22 minutes of careful deliberation this ... NaN NaN NaN NaN 1 10 None None None None None
2149 669684865554620416 6.693544e+17 4.196984e+09 2015-11-26 01:11:28 +0000 <a href="http://twitter.com/download/iphone" r... After countless hours of research and hundreds... NaN NaN NaN NaN 11 10 None None None None None
2189 668967877119254528 6.689207e+17 2.143566e+07 2015-11-24 01:42:25 +0000 <a href="http://twitter.com/download/iphone" r... 12/10 good shit Bubka\n@wane15 NaN NaN NaN NaN 12 10 None None None None None
2298 667070482143944705 6.670655e+17 4.196984e+09 2015-11-18 20:02:51 +0000 <a href="http://twitter.com/download/iphone" r... After much debate this dog is being upgraded t... NaN NaN NaN NaN 10 10 None None None None None
In [20]:
twitter_archive.describe()
# 170 max denominator and 1776 max numerator!
Out[20]:
tweet_id in_reply_to_status_id in_reply_to_user_id retweeted_status_id retweeted_status_user_id rating_numerator rating_denominator
count 2.356000e+03 7.800000e+01 7.800000e+01 1.810000e+02 1.810000e+02 2356.000000 2356.000000
mean 7.427716e+17 7.455079e+17 2.014171e+16 7.720400e+17 1.241698e+16 13.126486 10.455433
std 6.856705e+16 7.582492e+16 1.252797e+17 6.236928e+16 9.599254e+16 45.876648 6.745237
min 6.660209e+17 6.658147e+17 1.185634e+07 6.661041e+17 7.832140e+05 0.000000 0.000000
25% 6.783989e+17 6.757419e+17 3.086374e+08 7.186315e+17 4.196984e+09 10.000000 10.000000
50% 7.196279e+17 7.038708e+17 4.196984e+09 7.804657e+17 4.196984e+09 11.000000 10.000000
75% 7.993373e+17 8.257804e+17 4.196984e+09 8.203146e+17 4.196984e+09 12.000000 10.000000
max 8.924206e+17 8.862664e+17 8.405479e+17 8.874740e+17 7.874618e+17 1776.000000 170.000000
In [21]:
twitter_archive.rating_numerator.value_counts()
Out[21]:
12      558
11      464
10      461
13      351
9       158
8       102
7        55
14       54
5        37
6        32
3        19
4        17
1         9
2         9
420       2
0         2
15        2
75        2
80        1
20        1
24        1
26        1
44        1
50        1
60        1
165       1
84        1
88        1
144       1
182       1
143       1
666       1
960       1
1776      1
17        1
27        1
45        1
99        1
121       1
204       1
Name: rating_numerator, dtype: int64

https://stackoverflow.com/questions/25351968/how-to-display-full-non-truncated-dataframe-information-in-html-when-convertin

In [22]:
pd.set_option('display.max_colwidth', -1)
twitter_archive.query('rating_denominator > 10')[['text', 'rating_numerator', 'rating_denominator']]
Out[22]:
text rating_numerator rating_denominator
342 @docmisterio account started on 11/15/15 11 15
433 The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd 84 70
784 RT @dog_rates: After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https:/… 9 11
902 Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE 165 150
1068 After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https://t.co/XAVDNDaVgQ 9 11
1120 Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv 204 170
1165 Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a 4 20
1202 This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq 50 50
1228 Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1 99 90
1254 Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12 80 80
1274 From left to right:\nCletus, Jerome, Alejandro, Burp, &amp; Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK 45 50
1351 Here is a whole flock of puppers. 60/50 I'll take the lot https://t.co/9dpcw6MdWa 60 50
1433 Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ 44 40
1598 Yes I do realize a rating of 4/20 would've been fitting. However, it would be unjust to give these cooperative pups that low of a rating 4 20
1634 Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3 143 130
1635 Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55 121 110
1662 This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 https://t.co/7EsP8LmSp5 7 11
1663 I'm aware that I could've said 20/16, but here at WeRateDogs we are very professional. An inconsistent rating scale is simply irresponsible 20 16
1779 IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq 144 120
1843 Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw 88 80
In [23]:
pd.set_option('display.max_colwidth', -1)
twitter_archive.query('rating_numerator > 20')[['text', 'rating_numerator', 'rating_denominator']]

# Making a note to drop rows without pictures, duplicates, retweets. Then look at this again to fix the problems
Out[23]:
text rating_numerator rating_denominator
188 @dhmontgomery We also gave snoop dogg a 420/10 but I think that predated your research 420 10
189 @s8n You tried very hard to portray this good boy as not so good, but you have ultimately failed. His goodness shines through. 666/10 666 10
290 @markhoppus 182/10 182 10
313 @jonnysun @Lin_Manuel ok jomny I know you're excited but 960/00 isn't a valid rating, 13/10 is tho 960 0
340 RT @dog_rates: This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wu… 75 10
433 The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd 84 70
516 Meet Sam. She smiles 24/7 &amp; secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx 24 7
695 This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wuqaPS 75 10
763 This is Sophie. She's a Jubilant Bush Pupper. Super h*ckin rare. Appears at random just to smile at the locals. 11.27/10 would smile back https://t.co/QFaUiIHxHq 27 10
902 Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE 165 150
979 This is Atticus. He's quite simply America af. 1776/10 https://t.co/GRXwMxLBkh 1776 10
1120 Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv 204 170
1202 This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq 50 50
1228 Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1 99 90
1254 Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12 80 80
1274 From left to right:\nCletus, Jerome, Alejandro, Burp, &amp; Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK 45 50
1351 Here is a whole flock of puppers. 60/50 I'll take the lot https://t.co/9dpcw6MdWa 60 50
1433 Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ 44 40
1634 Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3 143 130
1635 Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55 121 110
1712 Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 https://t.co/eNm2S6p9BD 26 10
1779 IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq 144 120
1843 Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw 88 80
2074 After so many requests... here you go.\n\nGood dogg. 420/10 https://t.co/yfAAo1gdeY 420 10
In [24]:
twitter_archive.name.value_counts()
# 745 unnamed pups. Also looks like invlaid names of a, the, an.
Out[24]:
None        745
a           55 
Charlie     12 
Cooper      11 
Lucy        11 
Oliver      11 
Tucker      10 
Penny       10 
Lola        10 
Winston     9  
Bo          9  
the         8  
Sadie       8  
Daisy       7  
Buddy       7  
Toby        7  
Bailey      7  
an          7  
Bella       6  
Rusty       6  
Milo        6  
Oscar       6  
Leo         6  
Dave        6  
Koda        6  
Scout       6  
Jax         6  
Stanley     6  
Jack        6  
Phil        5  
           ..  
O           1  
Amélie      1  
Harrison    1  
Timber      1  
Tupawc      1  
Ralpher     1  
Maisey      1  
Millie      1  
Strudel     1  
Shelby      1  
Pherb       1  
Reptar      1  
Pepper      1  
Nida        1  
Barclay     1  
Sage        1  
by          1  
Brandy      1  
Ike         1  
Meatball    1  
Lipton      1  
Katie       1  
Bayley      1  
Jomathan    1  
Superpup    1  
Mark        1  
Crimson     1  
Clarq       1  
Rambo       1  
Moofasa     1  
Name: name, Length: 957, dtype: int64
In [25]:
sum(twitter_archive['tweet_id'].duplicated())
Out[25]:
0
In [26]:
image_prediction.head(5)
Out[26]:
tweet_id jpg_url img_num p1 p1_conf p1_dog p2 p2_conf p2_dog p3 p3_conf p3_dog
0 666020888022790149 https://pbs.twimg.com/media/CT4udn0WwAA0aMy.jpg 1 Welsh_springer_spaniel 0.465074 True collie 0.156665 True Shetland_sheepdog 0.061428 True
1 666029285002620928 https://pbs.twimg.com/media/CT42GRgUYAA5iDo.jpg 1 redbone 0.506826 True miniature_pinscher 0.074192 True Rhodesian_ridgeback 0.072010 True
2 666033412701032449 https://pbs.twimg.com/media/CT4521TWwAEvMyu.jpg 1 German_shepherd 0.596461 True malinois 0.138584 True bloodhound 0.116197 True
3 666044226329800704 https://pbs.twimg.com/media/CT5Dr8HUEAA-lEu.jpg 1 Rhodesian_ridgeback 0.408143 True redbone 0.360687 True miniature_pinscher 0.222752 True
4 666049248165822465 https://pbs.twimg.com/media/CT5IQmsXIAAKY4A.jpg 1 miniature_pinscher 0.560311 True Rottweiler 0.243682 True Doberman 0.154629 True

image_prediction columns

  • tweet_id: Unique identifier for each tweet
  • jpg_url: URL of the image
  • img_num: The image number of the tweet being referred to. Numbered 1 to 4 since tweets can have up to 4 images.
  • p1: Algorithm of the first breed prediction
  • p1_conf: How confident the algorithm prediction is of p1.
  • p1_dog: Whether or not the p1 prediction is a breed of dog. True or False.
  • p2: The algorithms second most likely prediction
  • p2_conf: How confident the algorithm prediction is of p2.
  • p2_dog: Whether or not the p2 prediction is a breed of dog. True or False.
  • p3: Algorithm of the third most breed prediction
  • p3_conf: How confident the algorithm prediction is of p3.
  • p3_dog: Whether or not the p3 prediction is a breed of dog. True or False.
In [27]:
image_prediction.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2075 entries, 0 to 2074
Data columns (total 12 columns):
tweet_id    2075 non-null int64
jpg_url     2075 non-null object
img_num     2075 non-null int64
p1          2075 non-null object
p1_conf     2075 non-null float64
p1_dog      2075 non-null bool
p2          2075 non-null object
p2_conf     2075 non-null float64
p2_dog      2075 non-null bool
p3          2075 non-null object
p3_conf     2075 non-null float64
p3_dog      2075 non-null bool
dtypes: bool(3), float64(3), int64(2), object(4)
memory usage: 152.1+ KB
In [28]:
image_prediction.describe()
Out[28]:
tweet_id img_num p1_conf p2_conf p3_conf
count 2.075000e+03 2075.000000 2075.000000 2.075000e+03 2.075000e+03
mean 7.384514e+17 1.203855 0.594548 1.345886e-01 6.032417e-02
std 6.785203e+16 0.561875 0.271174 1.006657e-01 5.090593e-02
min 6.660209e+17 1.000000 0.044333 1.011300e-08 1.740170e-10
25% 6.764835e+17 1.000000 0.364412 5.388625e-02 1.622240e-02
50% 7.119988e+17 1.000000 0.588230 1.181810e-01 4.944380e-02
75% 7.932034e+17 1.000000 0.843855 1.955655e-01 9.180755e-02
max 8.924206e+17 4.000000 1.000000 4.880140e-01 2.734190e-01
In [29]:
sum(image_prediction['tweet_id'].duplicated())
Out[29]:
0
In [30]:
tweet_data.info()

<class 'pandas.core.frame.DataFrame'>
RangeIndex: 2331 entries, 0 to 2330
Data columns (total 3 columns):
id                2331 non-null int64
retweet_count     2331 non-null int64
favorite_count    2331 non-null int64
dtypes: int64(3)
memory usage: 54.7 KB

Quality Issues

twitter_archive

  • tweet_id should be object as we are not performing any calculations on it
  • some names are invalid. ie. a, the, an. None can be changed to Nan
  • missing urls in expanded_urls
  • some strange numerators and denominator values
  • retweeted_status_id, retweeted_user_id, retweeted_status_user_id are incorrect datatypes. Should be object.
  • retweeted_status_timestamp Should be datetime data type
  • Tweets
  • need original tweets only, no retweets
  • Many Dog types are nan

image_predictions

  • 2075 entries compared to 2356. Missing some data.
  • drop any tweets that do not contain an image

tweet_data

  • change the id column to tweet_id to match the other dataframes

Tidiness issues

twitter_archive

  • These dataframes should be separated into two frames: One with dog info, and another with tweet info
  • doggo, floofer, pupper and puppo can all be melted into it's own column 'dog_type'

Cleaning

In [31]:
# Making a copy of the datasets
archive_clean = twitter_archive.copy()
image_prediction_clean = image_prediction.copy()
tweet_data_clean = tweet_data.copy()

Define

Remove rows that are retweets

Code
In [32]:
# Select rows where retweeted status id is null
archive_clean = archive_clean[archive_clean['retweeted_status_id'].isnull()]
Test
In [33]:
archive_clean.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 2175 entries, 0 to 2355
Data columns (total 17 columns):
tweet_id                      2175 non-null int64
in_reply_to_status_id         78 non-null float64
in_reply_to_user_id           78 non-null float64
timestamp                     2175 non-null object
source                        2175 non-null object
text                          2175 non-null object
retweeted_status_id           0 non-null float64
retweeted_status_user_id      0 non-null float64
retweeted_status_timestamp    0 non-null object
expanded_urls                 2117 non-null object
rating_numerator              2175 non-null int64
rating_denominator            2175 non-null int64
name                          2175 non-null object
doggo                         2175 non-null object
floofer                       2175 non-null object
pupper                        2175 non-null object
puppo                         2175 non-null object
dtypes: float64(4), int64(3), object(10)
memory usage: 305.9+ KB
Define

Merge all the dataframes together to make it easier to clean. Drop unwanted columns. Then seperate into two dataframes, one for dog information and the other for tweet information

Change 'id' to 'tweet_id' in tweet_data_clean
Code
In [34]:
tweet_data_clean.rename(columns={'id':'tweet_id'}, inplace=True)
Test
In [35]:
tweet_data_clean.head()
Out[35]:
tweet_id retweet_count favorite_count
0 892420643555336193 7334 34952
1 892177421306343426 5473 30262
2 891815181378084864 3620 22777
3 891689557279858688 7522 38226
4 891327558926688256 8095 36491
Code
In [36]:
# Merge all on tweet_id
df = pd.merge(archive_clean, image_prediction, how='left', on=['tweet_id'])
df = pd.merge(df, tweet_data_clean, how='left', on=['tweet_id'])
Test
In [37]:
df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 2175 entries, 0 to 2174
Data columns (total 30 columns):
tweet_id                      2175 non-null int64
in_reply_to_status_id         78 non-null float64
in_reply_to_user_id           78 non-null float64
timestamp                     2175 non-null object
source                        2175 non-null object
text                          2175 non-null object
retweeted_status_id           0 non-null float64
retweeted_status_user_id      0 non-null float64
retweeted_status_timestamp    0 non-null object
expanded_urls                 2117 non-null object
rating_numerator              2175 non-null int64
rating_denominator            2175 non-null int64
name                          2175 non-null object
doggo                         2175 non-null object
floofer                       2175 non-null object
pupper                        2175 non-null object
puppo                         2175 non-null object
jpg_url                       1994 non-null object
img_num                       1994 non-null float64
p1                            1994 non-null object
p1_conf                       1994 non-null float64
p1_dog                        1994 non-null object
p2                            1994 non-null object
p2_conf                       1994 non-null float64
p2_dog                        1994 non-null object
p3                            1994 non-null object
p3_conf                       1994 non-null float64
p3_dog                        1994 non-null object
retweet_count                 2168 non-null float64
favorite_count                2168 non-null float64
dtypes: float64(10), int64(3), object(17)
memory usage: 526.8+ KB
Define

1994 Rows in the image df compared to 2175. Use .isin to select the records that tweet_id matches in image_prediction

Code
In [38]:
df = df[df.tweet_id.isin(image_prediction.tweet_id)]
Test
In [39]:
df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1994 entries, 0 to 2174
Data columns (total 30 columns):
tweet_id                      1994 non-null int64
in_reply_to_status_id         23 non-null float64
in_reply_to_user_id           23 non-null float64
timestamp                     1994 non-null object
source                        1994 non-null object
text                          1994 non-null object
retweeted_status_id           0 non-null float64
retweeted_status_user_id      0 non-null float64
retweeted_status_timestamp    0 non-null object
expanded_urls                 1994 non-null object
rating_numerator              1994 non-null int64
rating_denominator            1994 non-null int64
name                          1994 non-null object
doggo                         1994 non-null object
floofer                       1994 non-null object
pupper                        1994 non-null object
puppo                         1994 non-null object
jpg_url                       1994 non-null object
img_num                       1994 non-null float64
p1                            1994 non-null object
p1_conf                       1994 non-null float64
p1_dog                        1994 non-null object
p2                            1994 non-null object
p2_conf                       1994 non-null float64
p2_dog                        1994 non-null object
p3                            1994 non-null object
p3_conf                       1994 non-null float64
p3_dog                        1994 non-null object
retweet_count                 1987 non-null float64
favorite_count                1987 non-null float64
dtypes: float64(10), int64(3), object(17)
memory usage: 482.9+ KB
Define

Drop rows with missing retweet_counts and favorite_counts

Drop any columns we do not need for analysis: in_reply_to_status_id, in_reply_to_user_id,retweeted_status_id, retweeted_user_id, retweeted_status_user_id, retweeted_status_timestamp

p1 columns only will be used, therefore the others will be dropped including img_num

Use the .drop fuction and list the columns to be dropped
Code
In [40]:
df = df.drop(['in_reply_to_status_id',
                                    'in_reply_to_user_id',
                                    'retweeted_status_id',
                                    'retweeted_status_user_id', 
                                    'retweeted_status_timestamp',
                                    'img_num',
                                    'p2',
                                    'p2_conf',
                                    'p2_dog',
                                    'p3',
                                    'p3_conf',
                                    'p3_dog'], axis=1)
Test
In [41]:
df.head(1)
Out[41]:
tweet_id timestamp source text expanded_urls rating_numerator rating_denominator name doggo floofer pupper puppo jpg_url p1 p1_conf p1_dog retweet_count favorite_count
0 892420643555336193 2017-08-01 16:23:56 +0000 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU https://twitter.com/dog_rates/status/892420643555336193/photo/1 13 10 Phineas None None None None https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg orange 0.097049 False 7334.0 34952.0
Define

Split the dataframe into 2 seperate dataframes. A Tweet dataframe and a dog dataframe

Store the tweet columns into it's own variable

Code
In [42]:
tweet_df = df[['tweet_id', 'timestamp', 'source', 'expanded_urls', 'retweet_count', 'favorite_count']]
Test
In [43]:
tweet_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1994 entries, 0 to 2174
Data columns (total 6 columns):
tweet_id          1994 non-null int64
timestamp         1994 non-null object
source            1994 non-null object
expanded_urls     1994 non-null object
retweet_count     1987 non-null float64
favorite_count    1987 non-null float64
dtypes: float64(2), int64(1), object(3)
memory usage: 109.0+ KB
In [44]:
# Drop the tweet columns from the original df, except tweet_id
dog_df = df.drop(['timestamp', 'source', 'expanded_urls', 'retweet_count', 'favorite_count'], axis=1)
dog_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1994 entries, 0 to 2174
Data columns (total 13 columns):
tweet_id              1994 non-null int64
text                  1994 non-null object
rating_numerator      1994 non-null int64
rating_denominator    1994 non-null int64
name                  1994 non-null object
doggo                 1994 non-null object
floofer               1994 non-null object
pupper                1994 non-null object
puppo                 1994 non-null object
jpg_url               1994 non-null object
p1                    1994 non-null object
p1_conf               1994 non-null float64
p1_dog                1994 non-null object
dtypes: float64(1), int64(3), object(9)
memory usage: 218.1+ KB
In [45]:
dog_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1994 entries, 0 to 2174
Data columns (total 13 columns):
tweet_id              1994 non-null int64
text                  1994 non-null object
rating_numerator      1994 non-null int64
rating_denominator    1994 non-null int64
name                  1994 non-null object
doggo                 1994 non-null object
floofer               1994 non-null object
pupper                1994 non-null object
puppo                 1994 non-null object
jpg_url               1994 non-null object
p1                    1994 non-null object
p1_conf               1994 non-null float64
p1_dog                1994 non-null object
dtypes: float64(1), int64(3), object(9)
memory usage: 218.1+ KB
Define

Form one column for all the dog types https://knowledge.udacity.com/questions/214820

Code
In [46]:
dog_df.doggo.replace('None', '', inplace=True)
dog_df.floofer.replace('None', '', inplace=True)
dog_df.pupper.replace('None', '', inplace=True)
dog_df.puppo.replace('None', '', inplace=True)
In [47]:
dog_df['dog_type'] = dog_df.doggo + dog_df.floofer + dog_df.pupper + dog_df.puppo
Test
In [48]:
dog_df.dog_type.value_counts()
Out[48]:
                1688
pupper          203 
doggo           63  
puppo           22  
doggopupper     9   
floofer         7   
doggopuppo      1   
doggofloofer    1   
Name: dog_type, dtype: int64
Code
In [49]:
# making a type for hybrid dogs!
dog_df.loc[dog_df.dog_type == 'doggopupper', 'dog_type'] = 'doggo,pupper'
dog_df.loc[dog_df.dog_type == 'doggofloofer', 'dog_type'] = 'doggo,floofer'
dog_df.loc[dog_df.dog_type == 'doggopuppo', 'dog_type'] = 'doggo,floofer'
dog_df.loc[dog_df.dog_type == '', 'dog_type'] = np.nan
Test
In [50]:
dog_df.dog_type.value_counts()
Out[50]:
pupper           203
doggo            63 
puppo            22 
doggo,pupper     9  
floofer          7  
doggo,floofer    2  
Name: dog_type, dtype: int64
Code
In [51]:
dog_df.drop(['doggo', 'floofer', 'pupper', 'puppo'], axis=1, inplace=True)
Test
In [52]:
dog_df.dog_type.value_counts()
Out[52]:
pupper           203
doggo            63 
puppo            22 
doggo,pupper     9  
floofer          7  
doggo,floofer    2  
Name: dog_type, dtype: int64
Define

Fix Datatypes in dog_df

In [53]:
dog_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1994 entries, 0 to 2174
Data columns (total 10 columns):
tweet_id              1994 non-null int64
text                  1994 non-null object
rating_numerator      1994 non-null int64
rating_denominator    1994 non-null int64
name                  1994 non-null object
jpg_url               1994 non-null object
p1                    1994 non-null object
p1_conf               1994 non-null float64
p1_dog                1994 non-null object
dog_type              306 non-null object
dtypes: float64(1), int64(3), object(6)
memory usage: 171.4+ KB

Change tweet_id to object

Use astype(object)
Code
In [54]:
dog_df['tweet_id'] = dog_df['tweet_id'].astype(object)
Test
In [55]:
dog_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1994 entries, 0 to 2174
Data columns (total 10 columns):
tweet_id              1994 non-null object
text                  1994 non-null object
rating_numerator      1994 non-null int64
rating_denominator    1994 non-null int64
name                  1994 non-null object
jpg_url               1994 non-null object
p1                    1994 non-null object
p1_conf               1994 non-null float64
p1_dog                1994 non-null object
dog_type              306 non-null object
dtypes: float64(1), int64(2), object(7)
memory usage: 171.4+ KB
Define

Fix Datatypes in tweet_df

In [56]:
tweet_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1994 entries, 0 to 2174
Data columns (total 6 columns):
tweet_id          1994 non-null int64
timestamp         1994 non-null object
source            1994 non-null object
expanded_urls     1994 non-null object
retweet_count     1987 non-null float64
favorite_count    1987 non-null float64
dtypes: float64(2), int64(1), object(3)
memory usage: 109.0+ KB

Change tweet_id to object

Change timestamp to datetime

Using astype() and pd.to_datetime()
Code
In [57]:
tweet_df['tweet_id'] = tweet_df['tweet_id'].astype(object)
tweet_df['timestamp'] = pd.to_datetime(tweet_df['timestamp'])

/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  """Entry point for launching an IPython kernel.
/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
Test
In [58]:
tweet_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1994 entries, 0 to 2174
Data columns (total 6 columns):
tweet_id          1994 non-null object
timestamp         1994 non-null datetime64[ns]
source            1994 non-null object
expanded_urls     1994 non-null object
retweet_count     1987 non-null float64
favorite_count    1987 non-null float64
dtypes: datetime64[ns](1), float64(2), object(3)
memory usage: 109.0+ KB
In [59]:
tweet_df.timestamp
# The information gathered is from Nov 2015 to August 2017
Out[59]:
0      2017-08-01 16:23:56
1      2017-08-01 00:17:27
2      2017-07-31 00:18:03
3      2017-07-30 15:58:51
4      2017-07-29 16:00:24
5      2017-07-29 00:08:17
6      2017-07-28 16:27:12
7      2017-07-28 00:22:40
8      2017-07-27 16:25:51
9      2017-07-26 15:59:51
10     2017-07-26 00:31:25
11     2017-07-25 16:11:53
12     2017-07-25 01:55:32
13     2017-07-25 00:10:02
14     2017-07-24 17:02:04
15     2017-07-24 00:19:32
16     2017-07-23 00:22:39
17     2017-07-22 16:56:37
18     2017-07-22 00:23:06
19     2017-07-20 16:49:33
20     2017-07-19 16:06:48
21     2017-07-19 03:39:09
22     2017-07-19 00:47:34
23     2017-07-18 16:08:03
24     2017-07-18 00:07:08
25     2017-07-17 16:17:36
26     2017-07-16 23:58:41
27     2017-07-16 20:14:00
28     2017-07-15 23:25:31
30     2017-07-15 16:17:19
               ...        
2145   2015-11-17 00:24:19
2146   2015-11-17 00:06:54
2147   2015-11-16 23:23:41
2148   2015-11-16 21:54:18
2149   2015-11-16 21:10:36
2150   2015-11-16 20:32:58
2151   2015-11-16 20:01:42
2152   2015-11-16 19:31:45
2153   2015-11-16 16:37:02
2154   2015-11-16 16:11:11
2155   2015-11-16 15:14:19
2156   2015-11-16 14:57:41
2157   2015-11-16 04:02:55
2158   2015-11-16 03:55:04
2159   2015-11-16 03:44:34
2160   2015-11-16 03:22:39
2161   2015-11-16 02:38:37
2162   2015-11-16 01:59:36
2163   2015-11-16 01:52:02
2164   2015-11-16 01:22:45
2165   2015-11-16 01:01:59
2166   2015-11-16 00:55:59
2167   2015-11-16 00:49:46
2168   2015-11-16 00:35:11
2169   2015-11-16 00:30:50
2170   2015-11-16 00:24:50
2171   2015-11-16 00:04:52
2172   2015-11-15 23:21:54
2173   2015-11-15 23:05:30
2174   2015-11-15 22:32:08
Name: timestamp, Length: 1994, dtype: datetime64[ns]
Define

Missing values in retweet_count and favorite_count

Code
In [60]:
# Missing retweet and favorite counts
tweet_df[tweet_df.retweet_count.isna()]
Out[60]:
tweet_id timestamp source expanded_urls retweet_count favorite_count
93 872261713294495745 2017-06-07 01:19:32 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/872261713294495745/photo/1,https://twitter.com/dog_rates/status/872261713294495745/photo/1 NaN NaN
217 844704788403113984 2017-03-23 00:18:10 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/844704788403113984/photo/1 NaN NaN
252 837366284874571778 2017-03-02 18:17:34 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/837366284874571778/photo/1 NaN NaN
305 829374341691346946 2017-02-08 17:00:26 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/829374341691346946/photo/1,https://twitter.com/dog_rates/status/829374341691346946/photo/1 NaN NaN
606 779123168116150273 2016-09-23 01:00:13 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/779123168116150273/photo/1 NaN NaN
760 754011816964026368 2016-07-15 17:56:40 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/754011816964026368/photo/1,https://twitter.com/dog_rates/status/754011816964026368/photo/1 NaN NaN
1547 680055455951884288 2015-12-24 16:00:30 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a> https://twitter.com/dog_rates/status/680055455951884288/photo/1 NaN NaN
In [61]:
tweet_df.dropna(how='any', inplace=True)

/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  """Entry point for launching an IPython kernel.
Test
In [62]:
tweet_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1987 entries, 0 to 2174
Data columns (total 6 columns):
tweet_id          1987 non-null object
timestamp         1987 non-null datetime64[ns]
source            1987 non-null object
expanded_urls     1987 non-null object
retweet_count     1987 non-null float64
favorite_count    1987 non-null float64
dtypes: datetime64[ns](1), float64(2), object(3)
memory usage: 108.7+ KB
Define

Convert retweet_count and favorite_count back to ints, as they converted to floats during the merge https://stackoverflow.com/questions/43956335/convert-float64-column-to-int64-in-pandas

Code
In [63]:
tweet_df['retweet_count'] = tweet_df['retweet_count'].astype('Int64')

/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  """Entry point for launching an IPython kernel.
In [64]:
tweet_df['favorite_count'] = tweet_df['favorite_count'].astype('Int64')

/opt/conda/lib/python3.6/site-packages/ipykernel_launcher.py:1: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  """Entry point for launching an IPython kernel.
Test
In [65]:
tweet_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1987 entries, 0 to 2174
Data columns (total 6 columns):
tweet_id          1987 non-null object
timestamp         1987 non-null datetime64[ns]
source            1987 non-null object
expanded_urls     1987 non-null object
retweet_count     1987 non-null int64
favorite_count    1987 non-null int64
dtypes: datetime64[ns](1), int64(2), object(3)
memory usage: 108.7+ KB
Define

Fixing the incorrect names in dog_df

most notable changes would be with 'a', 'the' and 'an'

Replace these values with None, then convert to nan.

Code
In [66]:
# Replace with None
dog_df.name = dog_df.name.replace('a', 'None')
dog_df.name = dog_df.name.replace('the', 'None')
dog_df.name = dog_df.name.replace('an', 'None')
In [67]:
dog_df.name.value_counts()
Out[67]:
None              614
Charlie           11 
Lucy              10 
Oliver            10 
Cooper            10 
Tucker            9  
Penny             9  
Winston           8  
Sadie             8  
Daisy             7  
Lola              7  
Toby              7  
Stanley           6  
Koda              6  
Bella             6  
Bo                6  
Jax               6  
Leo               5  
Buddy             5  
Milo              5  
Rusty             5  
Dave              5  
Louis             5  
Chester           5  
Oscar             5  
Scout             5  
Bailey            5  
Clarence          4  
Duke              4  
Oakley            4  
                 ..  
Shnuggles         1  
Anna              1  
Mollie            1  
Pilot             1  
Chuck             1  
Eve               1  
Edgar             1  
Duchess           1  
Lenox             1  
Tessa             1  
Al                1  
Rooney            1  
Tycho             1  
Jonah             1  
Kellogg           1  
Klein             1  
Ricky             1  
Mattie            1  
Strider           1  
Mookie            1  
Maxwell           1  
Fizz              1  
Creg              1  
Tebow             1  
Baloo             1  
Kallie            1  
Asher             1  
Tedrick           1  
Eleanor           1  
Michelangelope    1  
Name: name, Length: 933, dtype: int64
In [68]:
# Fill None with nan
dog_df['name'].replace('None', np.nan, inplace=True)
Test
In [69]:
dog_df.name.value_counts()
Out[69]:
Charlie      11
Oliver       10
Lucy         10
Cooper       10
Tucker       9 
Penny        9 
Sadie        8 
Winston      8 
Daisy        7 
Lola         7 
Toby         7 
Jax          6 
Bella        6 
Koda         6 
Bo           6 
Stanley      6 
Dave         5 
Buddy        5 
Louis        5 
Scout        5 
Leo          5 
Oscar        5 
Bailey       5 
Chester      5 
Milo         5 
Rusty        5 
Phil         4 
very         4 
Reggie       4 
Larry        4 
            .. 
Mollie       1 
Pilot        1 
Chuck        1 
Joey         1 
Kingsley     1 
Sprinkles    1 
Eevee        1 
Eve          1 
Maxwell      1 
Rooney       1 
Tycho        1 
Jonah        1 
Kellogg      1 
Klein        1 
Ricky        1 
Mattie       1 
Lenox        1 
Strider      1 
Fizz         1 
Edgar        1 
Creg         1 
Tebow        1 
Baloo        1 
Kallie       1 
Asher        1 
Tedrick      1 
Eleanor      1 
Mookie       1 
Duchess      1 
Zooey        1 
Name: name, Length: 932, dtype: int64
Define

Fixing incorrect numerators and denominators

Code
In [70]:
dog_df.info()

<class 'pandas.core.frame.DataFrame'>
Int64Index: 1994 entries, 0 to 2174
Data columns (total 10 columns):
tweet_id              1994 non-null object
text                  1994 non-null object
rating_numerator      1994 non-null int64
rating_denominator    1994 non-null int64
name                  1380 non-null object
jpg_url               1994 non-null object
p1                    1994 non-null object
p1_conf               1994 non-null float64
p1_dog                1994 non-null object
dog_type              306 non-null object
dtypes: float64(1), int64(2), object(7)
memory usage: 171.4+ KB
In [71]:
pd.set_option('display.max_colwidth', -1)
dog_df.query('rating_numerator > 20')[['text', 'rating_numerator', 'rating_denominator']]
Out[71]:
text rating_numerator rating_denominator
363 The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd 84 70
429 Meet Sam. She smiles 24/7 &amp; secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx 24 7
558 This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wuqaPS 75 10
617 This is Sophie. She's a Jubilant Bush Pupper. Super h*ckin rare. Appears at random just to smile at the locals. 11.27/10 would smile back https://t.co/QFaUiIHxHq 27 10
733 Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE 165 150
804 This is Atticus. He's quite simply America af. 1776/10 https://t.co/GRXwMxLBkh 1776 10
942 Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv 204 170
1024 This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq 50 50
1050 Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1 99 90
1075 Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12 80 80
1095 From left to right:\nCletus, Jerome, Alejandro, Burp, &amp; Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK 45 50
1172 Here is a whole flock of puppers. 60/50 I'll take the lot https://t.co/9dpcw6MdWa 60 50
1254 Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ 44 40
1455 Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3 143 130
1456 Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55 121 110
1533 Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 https://t.co/eNm2S6p9BD 26 10
1600 IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq 144 120
1664 Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw 88 80
1895 After so many requests... here you go.\n\nGood dogg. 420/10 https://t.co/yfAAo1gdeY 420 10
It seems decimals are where errors occur, as well as dates throwing off the counts
There are not many incorrect rows, and to manually change them would not take very long. These puppers deserve to stay.

Change the numerator column from int to float to account for decimals

Use astype()

In [72]:
dog_df['rating_numerator'].astype(float)
Out[72]:
0       13.0
1       13.0
2       12.0
3       13.0
4       12.0
5       13.0
6       13.0
7       13.0
8       13.0
9       14.0
10      13.0
11      13.0
12      13.0
13      12.0
14      13.0
15      13.0
16      12.0
17      13.0
18      13.0
19      12.0
20      13.0
21      14.0
22      13.0
23      13.0
24      12.0
25      13.0
26      13.0
27      13.0
28      12.0
30      13.0
        ... 
2145    2.0 
2146    7.0 
2147    9.0 
2148    11.0
2149    6.0 
2150    8.0 
2151    10.0
2152    9.0 
2153    3.0 
2154    1.0 
2155    11.0
2156    10.0
2157    1.0 
2158    11.0
2159    8.0 
2160    9.0 
2161    6.0 
2162    10.0
2163    9.0 
2164    10.0
2165    8.0 
2166    9.0 
2167    10.0
2168    2.0 
2169    10.0
2170    5.0 
2171    6.0 
2172    9.0 
2173    7.0 
2174    8.0 
Name: rating_numerator, Length: 1994, dtype: float64

Use a for loop with a dictionary to select indexes, and change the numerator

Change 558 to 9.75/10

Change 617 to 11.27/10

Change 1024 to 11/10

Change 1533 to 11.26/10

804 is an outlier but look at him! I can't drop him, he's too cute and 100% deserves a rating of 1776/10!

In [73]:
numerators = {558:9.75, 617:11.27, 1024:11, 1533:11.26}
for i in numerators: #loops through keys of dictionary numerators
  dog_df.loc[dog_df.index == i, 'rating_numerator'] = numerators[i]
Test
In [74]:
dog_df.loc[[558, 617, 1024, 1533]] # We got some heckin' good pups here
Out[74]:
tweet_id text rating_numerator rating_denominator name jpg_url p1 p1_conf p1_dog dog_type
558 786709082849828864 This is Logan, the Chow who lived. He solemnly swears he's up to lots of good. H*ckin magical af 9.75/10 https://t.co/yBO5wuqaPS 9.75 10 Logan https://pbs.twimg.com/media/CurzvFTXgAA2_AP.jpg Pomeranian 0.467321 True NaN
617 778027034220126208 This is Sophie. She's a Jubilant Bush Pupper. Super h*ckin rare. Appears at random just to smile at the locals. 11.27/10 would smile back https://t.co/QFaUiIHxHq 11.27 10 Sophie https://pbs.twimg.com/media/Cswbc2yWcAAVsCJ.jpg clumber 0.946718 True pupper
1024 716439118184652801 This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq 11.00 50 Bluebert https://pbs.twimg.com/media/CfFNk7cWAAA-hND.jpg Siberian_husky 0.396495 True NaN
1533 680494726643068929 Here we have uncovered an entire battalion of holiday puppers. Average of 11.26/10 https://t.co/eNm2S6p9BD 11.26 10 NaN https://pbs.twimg.com/media/CXGaVxOWAAADjhF.jpg kuvasz 0.438627 True NaN

Checking the denominator column

In [75]:
pd.set_option('display.max_colwidth', -1)
dog_df.query('rating_denominator > 10')[['text', 'rating_numerator', 'rating_denominator']]
Out[75]:
text rating_numerator rating_denominator
363 The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd 84.0 70
733 Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE 165.0 150
890 After so many requests, this is Bretagne. She was the last surviving 9/11 search dog, and our second ever 14/10. RIP https://t.co/XAVDNDaVgQ 9.0 11
942 Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv 204.0 170
987 Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a 4.0 20
1024 This is Bluebert. He just saw that both #FinalFur match ups are split 50/50. Amazed af. 11/10 https://t.co/Kky1DPG4iq 11.0 50
1050 Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1 99.0 90
1075 Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12 80.0 80
1095 From left to right:\nCletus, Jerome, Alejandro, Burp, &amp; Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK 45.0 50
1172 Here is a whole flock of puppers. 60/50 I'll take the lot https://t.co/9dpcw6MdWa 60.0 50
1254 Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ 44.0 40
1455 Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3 143.0 130
1456 Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55 121.0 110
1483 This is Darrel. He just robbed a 7/11 and is in a high speed police chase. Was just spotted by the helicopter 10/10 https://t.co/7EsP8LmSp5 7.0 11
1600 IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq 144.0 120
1664 Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw 88.0 80

890 changed to 14/10

987 changed to 13/10

1024 changed to 11/10 (denominator need to be changed only as the numerator was changed before)

1483 changed to 10/10

In [76]:
numerators = {890:14, 987:13, 1483:10}
for i in numerators:
  dog_df.loc[dog_df.index == i, 'rating_numerator'] = numerators[i]
In [77]:
denominators = {890:10, 997:10, 1024:10, 1483:10}
for i in denominators:
    dog_df.loc[dog_df.index == i, 'rating_denominator'] = denominators[i]
Test
In [78]:
pd.set_option('display.max_colwidth', -1)
dog_df.query('rating_denominator > 10')[['text', 'rating_numerator', 'rating_denominator']]
# Looks good
Out[78]:
text rating_numerator rating_denominator
363 The floofs have been released I repeat the floofs have been released. 84/70 https://t.co/NIYC820tmd 84.0 70
733 Why does this never happen at my front door... 165/150 https://t.co/HmwrdfEfUE 165.0 150
942 Say hello to this unbelievably well behaved squad of doggos. 204/170 would try to pet all at once https://t.co/yGQI3He3xv 204.0 170
987 Happy 4/20 from the squad! 13/10 for all https://t.co/eV1diwds8a 13.0 20
1050 Happy Saturday here's 9 puppers on a bench. 99/90 good work everybody https://t.co/mpvaVxKmc1 99.0 90
1075 Here's a brigade of puppers. All look very prepared for whatever happens next. 80/80 https://t.co/0eb7R1Om12 80.0 80
1095 From left to right:\nCletus, Jerome, Alejandro, Burp, &amp; Titson\nNone know where camera is. 45/50 would hug all at once https://t.co/sedre1ivTK 45.0 50
1172 Here is a whole flock of puppers. 60/50 I'll take the lot https://t.co/9dpcw6MdWa 60.0 50
1254 Happy Wednesday here's a bucket of pups. 44/40 would pet all at once https://t.co/HppvrYuamZ 44.0 40
1455 Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3 143.0 130
1456 Someone help the girl is being mugged. Several are distracting her while two steal her shoes. Clever puppers 121/110 https://t.co/1zfnTJLt55 121.0 110
1600 IT'S PUPPERGEDDON. Total of 144/120 ...I think https://t.co/ZanVtAtvIq 144.0 120
1664 Here we have an entire platoon of puppers. Total score: 88/80 would pet all at once https://t.co/y93p6FLvVw 88.0 80
In [177]:
dog_df.name.value_counts()
Out[177]:
Charlie      11
Oliver       10
Lucy         10
Cooper       10
Tucker       9 
Penny        9 
Winston      8 
Sadie        8 
Toby         7 
Daisy        7 
Lola         7 
Bella        6 
Stanley      6 
Jax          6 
Koda         6 
Bo           6 
Scout        5 
Chester      5 
Louis        5 
Dave         5 
Rusty        5 
Oscar        5 
Milo         5 
Bailey       5 
Leo          5 
Buddy        5 
Brody        4 
Cassie       4 
Gary         4 
Larry        4 
            .. 
Ben          1 
Chaz         1 
Rocco        1 
Harrison     1 
Cannon       1 
Brownie      1 
Yoda         1 
Gordon       1 
Kota         1 
Corey        1 
Buddah       1 
Fabio        1 
Emmie        1 
Tango        1 
William      1 
Harper       1 
Karll        1 
Bilbo        1 
Tuco         1 
Roscoe       1 
Fido         1 
Durg         1 
Tessa        1 
Tove         1 
Pumpkin      1 
Naphaniel    1 
Bones        1 
Stormy       1 
Aja          1 
Ralph        1 
Name: name, Length: 932, dtype: int64
Merging df's into one to comply with Udacity Project submit twitter_archive_master
In [79]:
twitter_archive_master = pd.merge(dog_df, tweet_df, how='left', on=['tweet_id'])
twitter_archive_master.head(1)
Out[79]:
tweet_id text rating_numerator rating_denominator name jpg_url p1 p1_conf p1_dog dog_type timestamp source expanded_urls retweet_count favorite_count
0 892420643555336193 This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU 13.0 10 Phineas https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg orange 0.097049 False NaN 2017-08-01 16:23:56 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/892420643555336193/photo/1 7334.0 34952.0

Store cleaned data

In [80]:
# Save and store to a csv file
dog_df.to_csv('dog_df_clean.csv', encoding='utf-8', index=False)
tweet_df.to_csv('tweet_df_clean.csv', encoding='utf-8', index=False)
twitter_archive_master.to_csv('twitter_archive_master.csv', encoding='utf-8', index=False)

Exploring and Visualizing

In [81]:
# Load clean dataset
twitter_archive_master = pd.read_csv('twitter_archive_master.csv')
In [82]:
twitter_archive_master.head(1)
Out[82]:
tweet_id text rating_numerator rating_denominator name jpg_url p1 p1_conf p1_dog dog_type timestamp source expanded_urls retweet_count favorite_count
0 892420643555336193 This is Phineas. He's a mystical boy. Only ever appears in the hole of a donut. 13/10 https://t.co/MgUWQ76dJU 13.0 10 Phineas https://pbs.twimg.com/media/DGKD1-bXoAAIAUK.jpg orange 0.097049 False NaN 2017-08-01 16:23:56 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/892420643555336193/photo/1 7334.0 34952.0
In [83]:
twitter_archive_master.name.value_counts()[:10].plot(kind='bar', 
                                           figsize=(12,6), 
                                           title='Most Popular Dog Names: WeRateDogs').set_ylabel('Number of Dogs');

Question: What is the correlation between favorites and retweets?

In [85]:
sns.regplot(x=twitter_archive_master.retweet_count, y=twitter_archive_master.favorite_count)
plt.title('Retweet Counts Vs Favorite Counts')
plt.xlabel('Favorite Counts')
plt.ylabel('Retweet Counts');
There is a strong positive relationship between Retweets and Favorites
In [86]:
twitter_archive_master.p1.value_counts()[:15].plot(kind='barh', figsize=(14,10))
plt.title('Most Popular Dog Breed Predicted')
plt.xlabel('Breed')
plt.ylabel('Breed Counts');
I'll be honest, I got a really good laugh when I saw 'seat_belt'.
In [87]:
# Finding an image of a Golden Retreiver
twitter_archive_master.query('p1 == "golden_retriever"')
Out[87]:
tweet_id text rating_numerator rating_denominator name jpg_url p1 p1_conf p1_dog dog_type timestamp source expanded_urls retweet_count favorite_count
14 889531135344209921 This is Stuart. He's sporting his favorite fanny pack. Secretly filled with bones only. 13/10 puppared puppo #BarkWeek https://t.co/y70o6h3isq 13.0 10 Stuart https://pbs.twimg.com/media/DFg_2PVW0AEHN3p.jpg golden_retriever 0.953442 True puppo 2017-07-24 17:02:04 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/889531135344209921/photo/1 1963.0 13784.0
16 888917238123831296 This is Jim. He found a fren. Taught him how to sit like the good boys. 12/10 for both https://t.co/chxruIOUJN 12.0 10 Jim https://pbs.twimg.com/media/DFYRgsOUQAARGhO.jpg golden_retriever 0.714719 True NaN 2017-07-23 00:22:39 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/888917238123831296/photo/1 3903.0 26445.0
17 888804989199671297 This is Zeke. He has a new stick. Very proud of it. Would like you to throw it for him without taking it. 13/10 would do my best https://t.co/HTQ77yNQ5K 13.0 10 Zeke https://pbs.twimg.com/media/DFWra-3VYAA2piG.jpg golden_retriever 0.469760 True NaN 2017-07-22 16:56:37 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/888804989199671297/photo/1,https://twitter.com/dog_rates/status/888804989199671297/photo/1 3693.0 23214.0
39 883482846933004288 This is Bella. She hopes her smile made you smile. If not, she is also offering you her favorite monkey. 13.5/10 https://t.co/qjrljjt948 5.0 10 Bella https://pbs.twimg.com/media/DELC9dZXUAADqUk.jpg golden_retriever 0.943082 True NaN 2017-07-08 00:28:19 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/883482846933004288/photo/1,https://twitter.com/dog_rates/status/883482846933004288/photo/1 8612.0 41587.0
41 883117836046086144 Please only send dogs. We don't rate mechanics, no matter how h*ckin good. Thank you... 13/10 would sneak a pat https://t.co/Se5fZ9wp5E 13.0 10 NaN https://pbs.twimg.com/media/DEF2-_hXoAAs62q.jpg golden_retriever 0.949562 True NaN 2017-07-07 00:17:54 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/883117836046086144/photo/1,https://twitter.com/dog_rates/status/883117836046086144/photo/1 5781.0 33648.0
45 882268110199369728 This is Alfy. You're witnessing his first watermelon experience. I think it was a success. 13/10 happy 4th Alfy 🇺🇸 https://t.co/fYP5RlutfA 13.0 10 Alfy https://pbs.twimg.com/media/DD5yKdPW0AArzX8.jpg golden_retriever 0.762211 True NaN 2017-07-04 16:01:23 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/882268110199369728/photo/1,https://twitter.com/dog_rates/status/882268110199369728/photo/1,https://twitter.com/dog_rates/status/882268110199369728/photo/1 10083.0 40598.0
53 880465832366813184 This is Bella. She had her first beach experience this morning. Complete success. 12/10 would perform a sandy boop https://t.co/4VsFysDmiw 12.0 10 Bella https://pbs.twimg.com/media/DDgK-J4XUAIEV9W.jpg golden_retriever 0.913255 True NaN 2017-06-29 16:39:47 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/880465832366813184/photo/1,https://twitter.com/dog_rates/status/880465832366813184/photo/1,https://twitter.com/dog_rates/status/880465832366813184/photo/1,https://twitter.com/dog_rates/status/880465832366813184/photo/1 5424.0 25815.0
70 876484053909872640 This is Benedict. He wants to thank you for this delightful urban walk. Hopes you know he loves you. 13/10 super duper good boy https://t.co/26BXueUgbs 13.0 10 Benedict https://pbs.twimg.com/media/DCnll_dUQAAkBdG.jpg golden_retriever 0.874566 True NaN 2017-06-18 16:57:37 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/876484053909872640/photo/1 2074.0 17104.0
93 870374049280663552 This is Zoey. She really likes the planet. Would hate to see willful ignorance and the denial of fairly elemental science destroy it. 13/10 https://t.co/T1xlgaPujm 13.0 10 Zoey https://pbs.twimg.com/media/DBQwlFCXkAACSkI.jpg golden_retriever 0.841001 True NaN 2017-06-01 20:18:38 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/870374049280663552/photo/1 23643.0 76349.0
110 865718153858494464 Meet Boomer. He's just checking pup on you. Hopes you had a good day. If not, he hopes he made it better. 13/10 extremely good boy https://t.co/pozUoHLkGg 13.0 10 Boomer https://pbs.twimg.com/media/DAOmEZiXYAAcv2S.jpg golden_retriever 0.673664 True NaN 2017-05-19 23:57:46 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/865718153858494464/photo/1 5048.0 23721.0
115 864197398364647424 This is Paisley. She ate a flower just to prove she could. Savage af. 13/10 would pet so well https://t.co/cPq9fYvkzr 13.0 10 Paisley https://pbs.twimg.com/media/C_4-8iPV0AA1Twg.jpg golden_retriever 0.945905 True NaN 2017-05-15 19:14:50 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/864197398364647424/photo/1,https://twitter.com/dog_rates/status/864197398364647424/photo/1,https://twitter.com/dog_rates/status/864197398364647424/photo/1,https://twitter.com/dog_rates/status/864197398364647424/photo/1 7923.0 27642.0
134 859607811541651456 Sorry for the lack of posts today. I came home from school and had to spend quality time with my puppo. Her name is Zoey and she's 13/10 https://t.co/BArWupFAn0 13.0 10 NaN https://pbs.twimg.com/media/C-3wvtxXcAUTuBE.jpg golden_retriever 0.895529 True puppo 2017-05-03 03:17:27 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/859607811541651456/photo/1 1409.0 17378.0
137 858843525470990336 I have stumbled puppon a doggo painting party. They're looking to be the next Pupcasso or Puppollock. All 13/10 would put it on the fridge https://t.co/cUeDMlHJbq 13.0 10 NaN https://pbs.twimg.com/media/C-s5oYZXkAAMHHq.jpg golden_retriever 0.578120 True doggo 2017-05-01 00:40:27 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/858843525470990336/photo/1 3164.0 14580.0
139 858107933456039936 This is Wyatt. He had an interview earlier today. Was just told he didn't get the job. A h*ckin injustice. Still 12/10 keep your chin pup https://t.co/QXA4sCXSDF 12.0 10 Wyatt https://pbs.twimg.com/media/C-icm_WXUAAmuRR.jpg golden_retriever 0.863874 True NaN 2017-04-28 23:57:28 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/858107933456039936/photo/1 2642.0 14704.0
144 857029823797047296 This is Zeke. He performs group cheeky wink tutorials. Pawfect execution here. 12/10 would wink back https://t.co/uMH5CLjXJu 12.0 10 Zeke https://pbs.twimg.com/media/C-TIEwMW0AEjb55.jpg golden_retriever 0.968623 True NaN 2017-04-26 00:33:27 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/857029823797047296/photo/1,https://twitter.com/dog_rates/status/857029823797047296/photo/1 3645.0 17634.0
159 852672615818899456 This is Aspen. She's never tasted a stick so succulent. On the verge of tears. A face of pure appreciation. 12/10 https://t.co/VlyBzOXHEW 12.0 10 Aspen https://pbs.twimg.com/media/C9VNNp1XkAEWRFb.jpg golden_retriever 0.711235 True NaN 2017-04-13 23:59:28 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/852672615818899456/photo/1 2012.0 14144.0
185 846514051647705089 This is Barney. He's an elder doggo. Hitches a ride when he gets tired. Waves goodbye before he leaves. 13/10 please come back soon https://t.co/cFAasDXauK 13.0 10 Barney https://pbs.twimg.com/media/C79sB4xXwAEvwKY.jpg golden_retriever 0.650003 True doggo 2017-03-28 00:07:32 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/846514051647705089/photo/1,https://twitter.com/dog_rates/status/846514051647705089/photo/1,https://twitter.com/dog_rates/status/846514051647705089/photo/1 10880.0 42672.0
187 846042936437604353 Meet Jarvis. The snow pupsets him. Officially ready for summer. 12/10 would perform a chilly boop https://t.co/0hLkztpiOW 12.0 10 Jarvis https://pbs.twimg.com/media/C72_iaUVUAEhZSn.jpg golden_retriever 0.961110 True NaN 2017-03-26 16:55:29 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/846042936437604353/photo/1 2703.0 15327.0
210 840632337062862849 Say hello to Maddie and Gunner. They are considerably pupset about bath time. Both 12/10 but Gunner needs your help\n\nhttps://t.co/JesYTzb1Jo https://t.co/5cncH08G1o 12.0 10 Maddie https://pbs.twimg.com/media/C6qGphPV4AEKrdc.jpg golden_retriever 0.711148 True NaN 2017-03-11 18:35:42 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://www.gofundme.com/3hgsuu0,https://twitter.com/dog_rates/status/840632337062862849/photo/1 1674.0 8693.0
220 837820167694528512 Here's a pupper before and after being asked "who's a good girl?" Unsure as h*ck. 12/10 hint hint it's you https://t.co/ORiK6jlgdH 12.0 10 NaN https://pbs.twimg.com/media/C6CI_jbVAAA3-a1.jpg golden_retriever 0.887625 True pupper 2017-03-04 00:21:08 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/837820167694528512/photo/1,https://twitter.com/dog_rates/status/837820167694528512/photo/1 7492.0 32963.0
240 834209720923721728 This is Wilson. He's aware that he has something on his face. Waiting for you to get it for him. 12/10 https://t.co/FaeinVjzTZ 12.0 10 Wilson https://pbs.twimg.com/media/C5O1UAaWIAAMBMd.jpg golden_retriever 0.754799 True NaN 2017-02-22 01:14:30 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/834209720923721728/photo/1,https://twitter.com/dog_rates/status/834209720923721728/photo/1 4542.0 19952.0
246 833479644947025920 This is Poppy. She just arrived. 13/10 would snug passionately https://t.co/YGeSpyN8Gu 13.0 10 Poppy https://pbs.twimg.com/media/C5EdT4jWEAARv2C.jpg golden_retriever 0.727039 True NaN 2017-02-20 00:53:27 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/833479644947025920/photo/1,https://twitter.com/dog_rates/status/833479644947025920/photo/1,https://twitter.com/dog_rates/status/833479644947025920/photo/1 1956.0 14464.0
271 829141528400556032 This is Malcolm. He goes from sneaky tongue slip to flirt wink city in a matter of seconds. 12/10 would hug softly https://t.co/rHwfySggqR 12.0 10 Malcolm https://pbs.twimg.com/media/C4GzztSWAAA_qi4.jpg golden_retriever 0.573140 True NaN 2017-02-08 01:35:19 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/829141528400556032/photo/1,https://twitter.com/dog_rates/status/829141528400556032/photo/1 7070.0 23722.0
275 828650029636317184 Occasionally, we're sent fantastic stories. This is one of them. 14/10 for Grace https://t.co/bZ4axuH6OK 14.0 10 one https://pbs.twimg.com/media/C3_0yhCWEAETXj2.jpg golden_retriever 0.649209 True NaN 2017-02-06 17:02:17 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/828650029636317184/photo/1,https://twitter.com/dog_rates/status/828650029636317184/photo/1,https://twitter.com/dog_rates/status/828650029636317184/photo/1 1292.0 9279.0
286 827324948884643840 This is Ralphie. He's being treated for an overactive funny bone, which is no joke. 12/10 would try to pet with a straight face https://t.co/UU3KqQF5n5 12.0 10 Ralphie https://pbs.twimg.com/media/C3s_pYrXAAA1eqZ.jpg golden_retriever 0.352486 True NaN 2017-02-03 01:16:53 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/827324948884643840/photo/1 2922.0 15435.0
288 826958653328592898 This is Loki. He smiles like Elvis. Ain't nothin but a hound doggo. 12/10 https://t.co/QV5nx6otZR 12.0 10 Loki https://pbs.twimg.com/media/C3nygbBWQAAjwcW.jpg golden_retriever 0.617389 True doggo 2017-02-02 01:01:21 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/826958653328592898/photo/1 4811.0 21027.0
315 821886076407029760 This is Jimison. He was just called a good boy. 13/10 https://t.co/djMep7mGkV 13.0 10 Jimison https://pbs.twimg.com/media/C2ftAxnWIAEUdAR.jpg golden_retriever 0.266238 True NaN 2017-01-19 01:04:45 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/821886076407029760/photo/1 2237.0 11058.0
316 821765923262631936 This is Duchess. She uses dark doggo forces to levitate her toys. 13/10 magical af https://t.co/maDNMETA52 13.0 10 Duchess https://pbs.twimg.com/media/C2d_vnHWEAE9phX.jpg golden_retriever 0.980071 True doggo 2017-01-18 17:07:18 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/821765923262631936/photo/1 1614.0 8203.0
322 820749716845686786 Meet Sunny. He can take down a polar bear in one fell swoop. Fr*cken deadly af. 13/10 would pet with caution https://t.co/EMq8Ud6Ze1 13.0 10 Sunny https://pbs.twimg.com/media/C2PjgjQXcAAc4Uu.jpg golden_retriever 0.838012 True NaN 2017-01-15 21:49:15 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/820749716845686786/photo/1,https://twitter.com/dog_rates/status/820749716845686786/photo/1 9588.0 30878.0
338 818145370475810820 This is Autumn. Her favorite toy is a cheeseburger. She takes it everywhere. 11/10 https://t.co/JlPug12E5Z 11.0 10 Autumn https://pbs.twimg.com/media/C1qi26rW8AMaj9K.jpg golden_retriever 0.621931 True NaN 2017-01-08 17:20:31 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/818145370475810820/photo/1,https://twitter.com/dog_rates/status/818145370475810820/photo/1,https://twitter.com/dog_rates/status/818145370475810820/photo/1 2478.0 12020.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
1240 688385280030670848 This is Louis. He's takes top-notch selfies. 12/10 would snapchat with https://t.co/vz2DukO0th 12.0 10 Louis https://pbs.twimg.com/media/CY2iwGNWUAI5zWi.jpg golden_retriever 0.900437 True NaN 2016-01-16 15:40:14 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/688385280030670848/photo/1,https://twitter.com/dog_rates/status/688385280030670848/photo/1,https://twitter.com/dog_rates/status/688385280030670848/photo/1,https://twitter.com/dog_rates/status/688385280030670848/photo/1 4255.0 8891.0
1282 685325112850124800 "Tristan do not speak to me with that kind of tone or I will take away the Xbox." 10/10 https://t.co/VGPH0TfESw 10.0 10 NaN https://pbs.twimg.com/media/CYLDikFWEAAIy1y.jpg golden_retriever 0.586937 True NaN 2016-01-08 05:00:14 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/685325112850124800/photo/1 3764.0 9040.0
1302 684225744407494656 Two sneaky puppers were not initially seen, moving the rating to 143/130. Please forgive us. Thank you https://t.co/kRK51Y5ac3 143.0 130 NaN https://pbs.twimg.com/media/CX7br3HWsAAQ9L1.jpg golden_retriever 0.203249 True NaN 2016-01-05 04:11:44 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/684225744407494656/photo/1,https://twitter.com/dog_rates/status/684225744407494656/photo/1 196.0 1192.0
1325 683098815881154561 aahhhhkslaldhwnxmzbbs 12/10 for being da smooshiest https://t.co/UOPdXmUz4H 12.0 10 NaN https://pbs.twimg.com/media/CXrawAhWkAAWSxC.jpg golden_retriever 0.889848 True NaN 2016-01-02 01:33:43 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/683098815881154561/photo/1 624.0 2086.0
1385 680100725817409536 This pupper is not coming inside until she catches a snowflake on her tongue. 11/10 the determination is palpable https://t.co/lvMYbmKq8H 11.0 10 NaN https://pbs.twimg.com/media/CW-loUBWYAAn2Cb.jpg golden_retriever 0.698961 True pupper 2015-12-24 19:00:23 <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a> https://twitter.com/dog_rates/status/680100725817409536/photo/1 1302.0 3437.0
1428 678341075375947776 This pupper likes tape. 12/10 https://t.co/cSp6w5GWgm 12.0 10 NaN https://pbs.twimg.com/media/CWnznDTU4AAa-6P.jpg golden_retriever 0.853284 True pupper 2015-12-19 22:28:09 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/678341075375947776/photo/1 504.0 1640.0
1477 676470639084101634 Three generations of pupper. 11/10 for all https://t.co/tAmQYvzrau 11.0 10 NaN https://pbs.twimg.com/media/CWNOdIpWoAAWid2.jpg golden_retriever 0.790386 True pupper 2015-12-14 18:35:43 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/676470639084101634/photo/1 4379.0 10988.0
1479 676430933382295552 Meet Duke. He's an Urban Parmesan. They know he's scared of the green rubber dog. "Why u do dis?" thinks Duke. 10/10 https://t.co/3bim9U5Idr 10.0 10 Duke https://pbs.twimg.com/media/CWMqV7WUYAEEClG.jpg golden_retriever 0.583875 True NaN 2015-12-14 15:57:56 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/676430933382295552/photo/1 317.0 1320.0
1493 675870721063669760 &amp; this is Yoshi. Another world record contender 11/10 (what the hell is happening why are there so many contenders?) https://t.co/QG708dDNH6 11.0 10 NaN https://pbs.twimg.com/media/CWEs1b-WEAEhq82.jpg golden_retriever 0.263892 True NaN 2015-12-13 02:51:51 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/675870721063669760/photo/1 527.0 1535.0
1500 675740360753160193 Here's a pupper licking in slow motion. 12/10 please enjoy https://t.co/AUJi8ujxw9 12.0 10 NaN https://pbs.twimg.com/ext_tw_video_thumb/675740268751138818/pu/img/dVaVeFAVT-lk_1ZV.jpg golden_retriever 0.800495 True pupper 2015-12-12 18:13:51 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/675740360753160193/video/1 316.0 1104.0
1521 675147105808306176 When you're presenting a group project and the 4th guy tells the teacher that he did all the work. 10/10 https://t.co/f50mbB4UWS 10.0 10 NaN https://pbs.twimg.com/media/CV6atgoWcAEsdv6.jpg golden_retriever 0.949215 True NaN 2015-12-11 02:56:28 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/675147105808306176/photo/1 215.0 879.0
1557 674422304705744896 This is Ava. She doesn't understand flowers. 12/10 would caress firmly https://t.co/BxTJAFSIgk 12.0 10 Ava https://pbs.twimg.com/media/CVwHgblWcAACWOD.jpg golden_retriever 0.964497 True NaN 2015-12-09 02:56:22 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/674422304705744896/photo/1 495.0 1334.0
1589 673708611235921920 This is Riley. She's just an adorable football fan. 12/10 I'd watch the sports with her https://t.co/kLV8zUCfc8 12.0 10 Riley https://pbs.twimg.com/media/CVl-Z0dWcAAs7wr.jpg golden_retriever 0.936333 True NaN 2015-12-07 03:40:24 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/673708611235921920/photo/1 262.0 994.0
1608 673352124999274496 *lets out a tiny screech and then goes into complete cardiac arrest* 12/10 https://t.co/az5PLGzVNJ 12.0 10 NaN https://pbs.twimg.com/media/CVg6L2hWIAAYuEb.jpg golden_retriever 0.672808 True NaN 2015-12-06 04:03:51 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/673352124999274496/photo/1 495.0 1554.0
1615 673295268553605120 Meet Eve. She's a raging alcoholic 8/10 (would b 11/10 but pupper alcoholism is a tragic issue that I can't condone) https://t.co/U36HYQIijg 8.0 10 Eve https://pbs.twimg.com/media/CVgGc9hWIAIe1bn.jpg golden_retriever 0.889241 True pupper 2015-12-06 00:17:55 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/673295268553605120/photo/1 2903.0 6993.0
1636 672622327801233409 This lil pupper is sad because we haven't found Kony yet. RT to spread awareness. 12/10 would pet firmly https://t.co/Cv7dRdcMvQ 12.0 10 NaN https://pbs.twimg.com/media/CVWicBbUYAIomjC.jpg golden_retriever 0.952773 True pupper 2015-12-04 03:43:54 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/672622327801233409/photo/1 439.0 1194.0
1644 672523490734551040 When she says she'll be ready in a minute but you've been waiting in the car for almost an hour. 10/10 https://t.co/EH0N3dFKUi 10.0 10 NaN https://pbs.twimg.com/media/CVVIjGbWwAAxkN0.jpg golden_retriever 0.565981 True NaN 2015-12-03 21:11:09 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/672523490734551040/photo/1 151.0 580.0
1809 669363888236994561 Here we have a Gingivitis Pumpernickel named Zeus. Unmatched tennis ball capacity. 10/10 would highly recommend https://t.co/jPkd7hhX7m 10.0 10 NaN https://pbs.twimg.com/media/CUoO1TLWsAA0Z3w.jpg golden_retriever 0.539004 True NaN 2015-11-25 03:56:01 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/669363888236994561/photo/1 208.0 579.0
1815 669327207240699904 Just got home from college. Dis my dog. She does all my homework. Big red turd in background. 13/10 no bias at all https://t.co/6WGFp9cuj6 13.0 10 NaN https://pbs.twimg.com/media/CUntin8WIAADmLk.jpg golden_retriever 0.919584 True NaN 2015-11-25 01:30:16 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/669327207240699904/photo/1 112.0 532.0
1817 669216679721873412 This is Clarq. He's a golden Quetzalcoatl. Clarq enjoys eating his own foot. Damn it Clarq. 8/10 would pet firmly https://t.co/d8ybynaRwZ 8.0 10 Clarq https://pbs.twimg.com/media/CUmJBS5WUAAKtrP.jpg golden_retriever 0.992758 True NaN 2015-11-24 18:11:04 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/669216679721873412/photo/1 366.0 1100.0
1830 668979806671884288 This is Chaz. He's an X Games half pipe superstar. 6 gold medals. Lost back legs saving a baby from a tornado 12/10 https://t.co/uxdOfblUB0 12.0 10 Chaz https://pbs.twimg.com/media/CUixld6WoAArDrJ.jpg golden_retriever 0.608537 True NaN 2015-11-24 02:29:49 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/668979806671884288/photo/1 316.0 735.0
1838 668852170888998912 Say hello to Bobb. Bobb is a Golden High Fescue &amp; a proud father of 8. Bobb sleeps while the little pups play. 11/10 https://t.co/OmxouCZ8IY 11.0 10 Bobb https://pbs.twimg.com/media/CUg9gBvWoAAmx-2.jpg golden_retriever 0.903529 True NaN 2015-11-23 18:02:38 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/668852170888998912/photo/1 147.0 420.0
1866 668286279830867968 Meet Rusty. Rusty's dreaming of a world where Twitter never got rid of favorites. Looks like a happy world. 11/10 https://t.co/C8U6cxI1Jc 11.0 10 Rusty https://pbs.twimg.com/media/CUY60usWoAAdBxx.jpg golden_retriever 0.215944 True NaN 2015-11-22 04:33:59 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/668286279830867968/photo/1 125.0 465.0
1905 667530908589760512 Meet Naphaniel. He doesn't necessarily enjoy his day job, but he's damn good at it. 10/10 https://t.co/xoRWyQTcmy 10.0 10 Naphaniel https://pbs.twimg.com/media/CUOL0uGUkAAx7yh.jpg golden_retriever 0.633037 True NaN 2015-11-20 02:32:25 <a href="http://twitter.com" rel="nofollow">Twitter Web Client</a> https://twitter.com/dog_rates/status/667530908589760512/photo/1 218.0 432.0
1921 667211855547486208 This is Genevieve. She is a golden retriever cocktail mix. Comfortable close to wall. Shows no emotions. 9/10 https://t.co/azEoGqVonH 9.0 10 Genevieve https://pbs.twimg.com/media/CUJppKJWoAA75NP.jpg golden_retriever 0.462556 True NaN 2015-11-19 05:24:37 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/667211855547486208/photo/1 220.0 445.0
1925 667182792070062081 This is Timison. He just told an awful joke but is still hanging on to the hope that you'll laugh with him. 10/10 https://t.co/s2yYuHabWl 10.0 10 Timison https://pbs.twimg.com/media/CUJPNjOWsAAZRqP.jpg golden_retriever 0.949892 True NaN 2015-11-19 03:29:07 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/667182792070062081/photo/1 5546.0 13096.0
1931 667160273090932737 This is Bradlay. He is a Ronaldinho Matsuyama mix. Can also mountain bike (wow). Loves that blue light lime. 11/10 https://t.co/DKhgkMx4N1 11.0 10 Bradlay https://pbs.twimg.com/media/CUI6uuaW4AAvCIs.jpg golden_retriever 0.471351 True NaN 2015-11-19 01:59:39 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/667160273090932737/photo/1 55.0 232.0
1939 667044094246576128 12/10 gimme now https://t.co/QZAnwgnOMB 12.0 10 NaN https://pbs.twimg.com/media/CUHREBXXAAE6A9b.jpg golden_retriever 0.765266 True NaN 2015-11-18 18:17:59 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/667044094246576128/photo/1 44.0 172.0
1970 666345417576210432 Look at this jokester thinking seat belt laws don't apply to him. Great tongue tho 10/10 https://t.co/VFKG1vxGjB 10.0 10 NaN https://pbs.twimg.com/media/CT9Vn7PWoAA_ZCM.jpg golden_retriever 0.858744 True NaN 2015-11-16 20:01:42 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/666345417576210432/photo/1 128.0 266.0
1983 666063827256086533 This is the happiest dog you will ever see. Very committed owner. Nice couch. 10/10 https://t.co/RhUEAloehK 10.0 10 NaN https://pbs.twimg.com/media/CT5Vg_wXIAAXfnj.jpg golden_retriever 0.775930 True NaN 2015-11-16 01:22:45 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/666063827256086533/photo/1 188.0 429.0

139 rows × 15 columns

Question: who is the goodest boi? Who has the most likes and retweets?

In [88]:
# Finding the tweet with the most favorites
twitter_archive_master.iloc[twitter_archive_master.favorite_count.idxmax()]
Out[88]:
tweet_id              744234799360020481                                                                                                 
text                  Here's a doggo realizing you can stand in a pool. 13/10 enlightened af (vid by Tina Conrad) https://t.co/7wE9LTEXC4
rating_numerator      13                                                                                                                 
rating_denominator    10                                                                                                                 
name                  NaN                                                                                                                
jpg_url               https://pbs.twimg.com/ext_tw_video_thumb/744234667679821824/pu/img/1GaWmtJtdqzZV7jy.jpg                            
p1                    Labrador_retriever                                                                                                 
p1_conf               0.825333                                                                                                           
p1_dog                True                                                                                                               
dog_type              doggo                                                                                                              
timestamp             2016-06-18 18:26:18                                                                                                
source                <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>                                 
expanded_urls         https://twitter.com/dog_rates/status/744234799360020481/video/1                                                    
retweet_count         74099                                                                                                              
favorite_count        150181                                                                                                             
Name: 775, dtype: object
Definitely 13/10. This dog is the winner for most favorites.
In [89]:
twitter_archive_master.iloc[twitter_archive_master.retweet_count.idxmax()]
Out[89]:
tweet_id              744234799360020481                                                                                                 
text                  Here's a doggo realizing you can stand in a pool. 13/10 enlightened af (vid by Tina Conrad) https://t.co/7wE9LTEXC4
rating_numerator      13                                                                                                                 
rating_denominator    10                                                                                                                 
name                  NaN                                                                                                                
jpg_url               https://pbs.twimg.com/ext_tw_video_thumb/744234667679821824/pu/img/1GaWmtJtdqzZV7jy.jpg                            
p1                    Labrador_retriever                                                                                                 
p1_conf               0.825333                                                                                                           
p1_dog                True                                                                                                               
dog_type              doggo                                                                                                              
timestamp             2016-06-18 18:26:18                                                                                                
source                <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a>                                 
expanded_urls         https://twitter.com/dog_rates/status/744234799360020481/video/1                                                    
retweet_count         74099                                                                                                              
favorite_count        150181                                                                                                             
Name: 775, dtype: object

My question initially was "Who is the goodest boi", and although this pup is the most popular, he may not be the goodest boi. I suspect that all pups are the goodest bois, but more data is needed to determine this.

Question: who has the highest rating?

In [90]:
twitter_archive_master.iloc[twitter_archive_master.rating_numerator.idxmax()]
Out[90]:
tweet_id              749981277374128128                                                                 
text                  This is Atticus. He's quite simply America af. 1776/10 https://t.co/GRXwMxLBkh     
rating_numerator      1776                                                                               
rating_denominator    10                                                                                 
name                  Atticus                                                                            
jpg_url               https://pbs.twimg.com/media/CmgBZ7kWcAAlzFD.jpg                                    
p1                    bow_tie                                                                            
p1_conf               0.533941                                                                           
p1_dog                False                                                                              
dog_type              NaN                                                                                
timestamp             2016-07-04 15:00:45                                                                
source                <a href="https://about.twitter.com/products/tweetdeck" rel="nofollow">TweetDeck</a>
expanded_urls         https://twitter.com/dog_rates/status/749981277374128128/photo/1                    
retweet_count         2373                                                                               
favorite_count        4939                                                                               
Name: 726, dtype: object
Atticus was noticed when we were cleaning up our numerators, thinking he might of been a mistake. But his numerator value is true. Although he is an outlier, I didn't have the heart to drop him. He's definitely a 1776/10.

Question: Doggo, Floofer, Pupper or Puppo, who is represented the most?

In [91]:
twitter_archive_master.dog_type.value_counts().plot(kind='bar', figsize=(12,7))
plt.title('Dog Types: WeRateDogs')
plt.xlabel('Dog Type')
plt.ylabel('Dog Counts');
Puppers are the most represented dog type
In [92]:
# 5 random images of dogs because why not!
twitter_archive_master.sample(5)
Out[92]:
tweet_id text rating_numerator rating_denominator name jpg_url p1 p1_conf p1_dog dog_type timestamp source expanded_urls retweet_count favorite_count
657 759047813560868866 This is Spencer. He's part of the Queen's Guard. Takes his job very seriously. 11/10 https://t.co/8W5iSOgXfx 11.0 10 Spencer https://pbs.twimg.com/media/Coit84_VYAEMtLi.jpg Labrador_retriever 0.778546 True NaN 2016-07-29 15:27:55 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/759047813560868866/photo/1,https://twitter.com/dog_rates/status/759047813560868866/photo/1 1929.0 6279.0
1585 673887867907739649 When you're having a great time sleeping and your mom comes in and turns on the lights. 10/10 https://t.co/6qYd6BNSPd 10.0 10 NaN https://pbs.twimg.com/media/CVoha_IU4AAZ7vi.jpg Brabancon_griffon 0.216767 True NaN 2015-12-07 15:32:42 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/673887867907739649/photo/1,https://twitter.com/dog_rates/status/673887867907739649/photo/1 235.0 877.0
219 838083903487373313 This is Daisy. She's puppears to be rare as all h*ck. Only seven like her currently domesticated. 13/10 pettable af https://t.co/meUc8jufAO 13.0 10 Daisy https://pbs.twimg.com/media/C6F42cGUYAAIKsX.jpg chow 0.800975 True NaN 2017-03-04 17:49:08 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/838083903487373313/photo/1,https://twitter.com/dog_rates/status/838083903487373313/photo/1 2969.0 17064.0
385 810984652412424192 Meet Sam. She smiles 24/7 &amp; secretly aspires to be a reindeer. \nKeep Sam smiling by clicking and sharing this link:\nhttps://t.co/98tB8y7y7t https://t.co/LouL5vdvxx 24.0 7 Sam https://pbs.twimg.com/media/C0EyPZbXAAAceSc.jpg golden_retriever 0.871342 True NaN 2016-12-19 23:06:23 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://www.gofundme.com/sams-smile,https://twitter.com/dog_rates/status/810984652412424192/photo/1 1391.0 5218.0
650 759923798737051648 We only rate dogs... this is a Taiwanese Guide Walrus. Im getting real heckin tired of this. Please send dogs. 10/10 https://t.co/49hkNAsubi 10.0 10 NaN https://pbs.twimg.com/media/CovKqSYVIAAUbUW.jpg Labrador_retriever 0.324579 True NaN 2016-08-01 01:28:46 <a href="http://twitter.com/download/iphone" rel="nofollow">Twitter for iPhone</a> https://twitter.com/dog_rates/status/759923798737051648/photo/1 5416.0 14244.0

Conclusion

WeRateDogs (https://twitter.com/dog_rates?s=20) uses a unique rating system and "doggo language" to share and celebrate dogs from all over the world. Their cute and quirky ratings and captions capture the hearts of nearly 8.9 Million followers.

With proper data wrangling, assessing, cleaning and visualizing, we can learn unique insights from this twitter account. Without proper cleaning, many of the insights gathered in this document would not of been as apparant.

An example of what could have been missed without proper data gathering: Breed Prediction table. This was an additional dataset that brought a lot of value by showing the most represented breeds.

Additionally, an example have what could of been missed without proper data cleaning: Some of the numerator and denominator values were incorrect. These are all heckin' good pups, and they all deserve their true ratings.

This project emphasizes how important it is to gather your data, assess and clean it properly to get the most accurate results.

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